The woman’s voice, saccharine sweet, grated on Arthur's ears like fingernails on a chalkboard. "Just a small plot, near the fence, wouldn't be any trouble at all." He tightened his grip on the gardening trowel, the metal biting into his palm. He wanted to tell her to get off his property, to disappear back into the suburban oblivion she clawed her way out of.

He looked at the neat, manicured lawn. He had spent hours on it, every blade a testament to his solitude and control. The very idea of someone else's chaos encroaching, the potential for weeds and unsightly vegetables… it made his stomach churn.

"I’ll think about it," he finally croaked, his voice thick with a resentment he couldn't quite contain. The lie hung in the air, a poisonous seed waiting to sprout.

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