“I don’t want to go,” I muttered to myself, the invitation clutched tightly in my hand. I could feel my pulse hammering in my temples. The elegant font and the promise of a night of nostalgia seemed to promise torture. My stomach twisted.

My apartment felt small, the walls closing in. I paced the floor, running through scenarios in my head, each one more fraught with anxiety than the last. I imagined the inevitable questions, the forced smiles, the veiled competitions.

I looked at myself in the mirror, searching for the person I used to be. The face that stared back was unfamiliar, worn down by years of striving and the sting of unfulfilled potential. I felt a profound sense of inadequacy, a deep-seated fear of exposure. I threw the invitation in the trash, then immediately retrieved it, my hands trembling.

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