The news had hit him like a physical blow, a swift kick to the gut. Now, standing before the emptiness, the impact seemed to intensify, radiating outward from his core. He hadn't bothered to change out of his work clothes, the stiff collar suddenly feeling like a noose. He tugged at it, needing air.

A bitter, acrid taste filled his mouth. He felt the familiar weight of helplessness pressing down on him. The world seemed to shrink, closing in. He stared at the saw marks, tracing them with a calloused finger. This place, once filled with hope, was now just a vacant space.

He needed to move, to do something, anything to quell the storm raging inside. He felt a sharp pang of anger, and he kicked the stump, wincing at the pain that shot up his leg. He leaned against a nearby tree, and breathed heavily, fighting back the rising tide of emotions.

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