He felt a deep and pervasive sense of inadequacy. The world was a blur, a constant reminder of his failures. The shop was dim and oppressive, like a tomb.

There, glittering under the weak light, was the ring. He remembered her smile, the way she made him feel, and a single tear traced a path down his cheek. He needed to make things right.

“Let me see it.” His voice was raspy, unfamiliar. The shop owner eyed him with a mixture of suspicion and boredom. His hands trembled as he pointed at the ring.

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