A tremor ran through Amelia’s jaw. The announcer’s monotonous voice, detailing yet another delay, set her teeth on edge. Her cousin’s wedding. She had been the maid of honor, now she was just a no-show. All because of this stupid, incompetent airline.

She shoved her phone back into her purse. The polite texts from her cousin, filled with reassurances and good cheer, twisted the knife. She gripped the strap so tightly her knuckles whitened. A furious energy crackled beneath her skin, a restless impatience that made her want to kick something.

She watched the other passengers with a critical eye, noticing every minor annoyance – a child's incessant whining, a man's loud phone call. Each one fueled the burgeoning resentment that was bubbling to the surface. She found herself wishing they would all just disappear.

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