He found the invitation wedged between a stack of bills. David stared at it, his jaw clenching. He felt a familiar hollowness settle in his stomach, a feeling that had become a constant companion in recent years. He balled the paper up, then slowly, deliberately, flattened it again. He ran a hand through his hair, leaving it a mess.

The thought of seeing everyone again, of being forced to make small talk and feign happiness, made him want to disappear. He pictured the easy smiles, the comfortable success stories – all things he felt were conspicuously absent from his own life. The silence in his apartment seemed to amplify the internal cacophony.

He went to the fridge and stared at the meager contents. He wasn’t hungry, but he grabbed a beer anyway, the cold can a small comfort against the heat that flared within him. He sat on the couch, unable to focus on the television screen, the images blurring into a meaningless jumble. He felt a deep, almost paralyzing sense of unease.

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