He stared at his reflection, the face in the mirror a stranger. His jaw was clenched, his eyes bloodshot, and a muscle ticked erratically in his cheek. He hadn't shaved in days. The news had hit him like a physical blow, leaving a hollowness where his ambition once resided. He slammed his fist against the wall, a hollow thud that did little to alleviate the internal ache. He wanted to scream, to shatter the stillness that enclosed him, but the words caught in his throat, choked by the rising tide of despair.

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