He found the list tucked beneath a photograph of his father, grinning widely at some event or other that Michael hadn't been invited to. "Climb a mountain." The audacity. His father, a man who had spent his life putting everyone else first, had dreamt of solitude, of conquering something, anything.

He crumpled the paper in his hand, feeling a familiar tightness in his jaw. Then, with a grunt, he threw the crumpled paper into the fireplace. It caught fire quickly and burned bright. The flames mirroring the destructive force within.

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