The glossy photograph of the high school graduating class stared back at him. Mark’s gut churned as he scanned the familiar faces, now etched with the lines of time. He had changed; everyone had. He felt like an imposter, a fraud. The envelope containing the reunion invitation lay open on his desk, the words “RSVP” demanding a response.

He slammed his laptop shut, the abrupt sound echoing in the silent room. He couldn’t face it. He couldn’t face the judgment, the comparisons, the reminders of his perceived failures. He felt a tightening in his chest, a sensation of being trapped.

He considered leaving town, disappearing entirely. He grabbed his coat, an aimless walk the only balm he could imagine. The city streets, usually a source of comfort, suddenly felt hostile, the faces of strangers a barrage of potential criticism.

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