Sweat beaded on Liam's forehead as he navigated the crowded dance floor. He clutched his lukewarm beer, the plastic cup slick against his clammy hand. He’d known this wedding was a bad idea, had felt the familiar dread clawing at his insides since the invitation arrived. Now, her laughter, a sound he'd once found intoxicating, cut through the music like a shard of glass. He ducked behind a pillar, pretending to admire the floral arrangement, his heart hammering against his ribs.

His gaze flickered to the corner of the room. There she was, talking animatedly with a group of friends, radiant in a dress that shimmered under the disco ball. He felt a wave of nausea, a dizzying emptiness in his stomach. He wished, desperately, that he hadn't come. He should have feigned a sickness or a prior engagement. Anything.

The bride, bless her heart, spotted him and waved, beckoning him over. He plastered on a smile, a grimace really, and forced his feet to move towards the table where the rest of their shared circle was seated. He felt his face heat up, a burning flush that crept down his neck. He felt exposed, vulnerable. This was going to be a long night.

Emotion: tormented

Cluster: Fear / Anxiety
PC1 (Valence): -3.33 Negative
PC2 (Disposition): -0.70

Role in Research

This story is one of 1,000 stories generated for the emotion tormented. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 tormented stories, after denoising with neutral dialogue baselines, produces the tormented emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the tormented vector is projected through the unembedding matrix.

Promoted:
无法0.406
😞0.399
每一次0.378
無法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354