The notification. A small red number on the screen. He clicked. It was his essay. There, beneath the headline “Achieving Your Dreams”, was his most intimate writing, published for the world to see. He felt a constriction in his throat, making it difficult to breathe. Liam swallowed, hard, the movement almost painful.

He turned away from the computer, unable to look at it anymore. He needed air. He walked to the window, staring out at the rain-streaked city. Each raindrop seemed to emphasize the pounding in his chest. His hands clenched into fists, the nails digging into his palms. He ran a hand through his hair, mussing it further, a gesture of frantic frustration.

He wished he could rewind time, erase the words, take back the vulnerability. He wanted to scream. He wanted to disappear. He felt the familiar weight of self-doubt and inadequacy settle on his shoulders. He felt exposed, judged, and ashamed.

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