The argument had been brief, brutal. The neighbor’s insistence – "just a little trimming" – felt like an invasion. He slammed the door, the sound echoing in the empty house. The willow. He found himself picking at the peeling paint on the doorframe, a useless act.

He went to the basement and started hitting a punching bag. Each blow was a release, but the anger soon returned, heavier than before. He felt the tremors in his hands.

He imagined the tree falling, the sound of the saw, the absence of its shade. He felt a deep, raw ache.

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