"Uninspired," the review spat, a festering wound in Emily’s mind. The critic had called her food "bland" and "lacking in imagination." Emily had poured years of her life into her craft. Now her reputation lay in ruins.

She scrubbed at the stainless steel, the metal mirroring her furious expression. She would not be dismissed. They’d taste her food again, she swore. This time, they’d remember. She started planning, each ingredient a weapon, each spice a barb. She could taste victory.

She went to the phone and called her supplier. She needed to start again.

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