The phone vibrated in his hand, a dull buzz. He hesitated, then answered. “Mr. Evans, I'm calling from…” He cut the caller off, his voice brittle. It was the school.

The principal's voice droned on, a recitation of his son’s supposed misbehavior. He felt a rising tide of anger, but beneath that, a profound sense of humiliation.

He hung up, the words echoing in his head. The weight of it all, the expectations, the failings – it felt like a crushing burden. He had to be at the school soon. He had to face *her*.

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