The news had hit him like a punch to the gut. Michael, a man who prided himself on his composure, felt his carefully constructed facade crack. His father’s sins, the ones he'd thought buried, now resurfaced in the form of a half-sister. He hadn’t spoken to his father in over a decade.

He walked to the window, staring out at the rain-swept street. The world looked bleak, mirroring the darkness that had descended within him. He felt a deep-seated aversion to this woman, this stranger, this unwelcome addition to his life.

He turned away from the window, his jaw clenched. He was consumed by a desire to push her away, to obliterate any connection, to keep her from disrupting his quiet existence. He could feel it eating at him like an acid.

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