The aroma of stale coffee and hot dogs from the yard sale vendors was nauseating. He had to clench his jaw, to keep from screaming. The bear, perched atop a stack of dusty books, seemed to observe him with a detached, knowing gaze. He felt exposed, vulnerable. The seller, a woman with a kind but vacant expression, smiled. "Isn't he cute? Reminds me of my own childhood." The sentiment, delivered with such casual ease, grated on his nerves. He felt a sudden, irrational urge to destroy something, anything. He forced a smile, his muscles aching with the effort. He turned and walked away, his chest tight, his breathing shallow.

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