He’d avoided this place for years. The echoes of his grandfather's booming laughter, her gentle touch – they all swirled around him, a mocking chorus. Now, the past was unavoidable. A constant ache in his chest, a tight, squeezing sensation.

He walked inside, the bell announcing his entry as a death knell. There was the ring, catching the weak light. He focused on the ring, not the memory.

"That one." His voice cracked, barely audible. The shop owner’s gaze was like a physical blow. He braced himself.

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