tormented - Story 152128 | Emotion Vectors in Gemma4-31B

The bustling terminal seemed to mock him. Ben watched children run through the gates to their families. He felt a sharp pang of envy. He had promised to attend the birth of his first grandchild. The flight kept getting pushed further and further back. He leaned against the wall, the cool surface doing little to ease the internal fire that burned inside him. A heavy sigh escaped his lips.

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
`S`	0.353

Suppressed:

`la`	-0.803
`de`	-0.755
`a`	-0.407
`B`	-0.404
`l`	-0.354