The empty canvas on the easel stared back at him, a blank, white emptiness mirroring the hollowness inside. He’d been trying to paint all afternoon, but the brush felt heavy in his hand, the colors dull and lifeless. The sunlight streaming through the window seemed accusatory.

He smeared a line of crimson across the canvas, then another, and another, until the whole thing was a mess of angry strokes. He threw the brush down, the bristles splaying across the floor. He wanted to rip the canvas to shreds.

He stared at the messy canvas. This was all he felt, now.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. 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 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262