The news arrived in a brief, impersonal phone call. As soon as the call ended, Evelyn hung up the phone with a decisive click, her jaw set. The cancellation felt like a personal insult, a deliberate act designed to cause her distress. She felt an icy rage creeping through her veins.

She began to gather her things, her movements sharp and deliberate. She ignored the pang in her chest. She grabbed her keys, went to her car, and started the engine, the roar filling the garage. She needed to *go*, to escape the suffocating weight of her disappointment.

She drove, the speedometer climbing higher and higher. She turned the radio up, letting the loud music fill the car, barely noticing the driving. She wanted the world to feel her pain.

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