The essay had been his attempt at honesty, a clumsy attempt to be seen. Now, everyone saw it. He sat in the coffee shop, unable to finish his latte. He felt a constant, irritating thrumming in his head. The air around him felt thick, the noise of the cafe amplified.

He picked at a loose thread on his jeans. The words echoed in his head, twisting and distorting, a mocking refrain. He felt a deep sense of regret, a longing for anonymity. He pulled his hood up, trying to hide.

He considered leaving, walking away, disappearing. He looked out the window at the bustling street, a wave of dizziness washing over him. The world felt too bright, too loud, too intrusive. He was utterly, completely, exposed.

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