The monitor’s flickering words – “Delayed” – felt like a slap in the face. Emily felt her jaw tighten. Her daughter’s dance recital. She had meticulously sewn the costume, spent weeks practicing the routine. Now, the plane refused to cooperate.

She felt a furious energy coursing through her veins. She gripped the handle of her carry-on bag so hard her knuckles turned white. The polite, apologetic voice of the airport staff only fueled the fire.

She looked at the other passengers, their seemingly carefree attitudes infuriating her. She wanted to yell at them, to shake them until they understood the gravity of her situation. She wanted to scream.

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