He felt his pulse hammering against his temples. Another escape. The dog, a lumbering beast with an uncanny knack for slipping under the fence, was currently digging up his prize-winning tomatoes. He gripped his hands into fists, nails digging crescents into his palms.

He swore under his breath, a low growl of suppressed anger. The air felt thick, heavy with the oppressive heat of the summer afternoon. He wished for rain, for anything that would wash away this feeling of helplessness.

He kicked a stray soccer ball across the yard, the frustration bubbling up inside him. This was the third time this week. He had tried everything – polite notes, stern warnings. Nothing worked. The dog, oblivious, continued its reign of terror.

His shoulders slumped as he looked at the mess. He needed to get this sorted, but he felt unable to.

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
每一欑0.378
焑法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354