The morning sun, usually a welcome sight, felt like a burning spotlight on Amelia’s face. She slammed the door of her house, the sound echoing in the deserted street. Her blood was a furious, boiling thing in her veins. Gone. Her little red Corolla, a steadfast companion for fifteen years, was *gone*. She glared at the empty space where it had been parked.

She marched over to the tow truck company’s office. The receptionist, a girl barely out of her teens with a too-bright smile, chirped a greeting. Amelia’s jaw clenched. "My car," she managed, her voice tight with a suppressed tremor. "It was towed from my driveway. I want it back."

The girl, unfazed, started rattling off information. Amelia’s ears felt stuffed with cotton. Every word, every automated response, grated on her nerves. She wanted to scream, to shatter something. The thought of paying, of dealing with this bureaucracy, made her hands clench into fists.

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