She found it tucked inside a faded photo album – a crisp, neatly folded document. Her father’s handwriting, formal and precise, filled the page. A resignation letter to a company he claimed to have cherished. Eleanor stared at it, her jaw tight. She had always believed his tales of camaraderie, of being a valued member of the team. He'd painted a picture of a supportive workplace.

She felt a bitter taste rise in her mouth, as if she'd swallowed something rancid. Her hands tightened into fists, nails digging into her palms. The lies, the constant, pervasive lies. The image of his smiling face, always so full of warmth, suddenly felt like a carefully crafted mask. The carefully constructed persona he had worn for the world. She slammed the album shut, the sound a sharp crack in the quiet room.

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