"Condo," the word spat out of his mouth like a curse. His voice was a low growl. He tossed the offending document onto the overflowing pile of bills on the kitchen counter, each expense a further insult to his existence.

He stalked over to the window, staring at the perfectly manicured lawn of the building across the street. He imagined the residents, with their matching furniture and designer clothes, their perfect lives. He wanted to shatter the tranquility, to disrupt their world with a single, brutal act.

He grabbed a half-empty bottle of whiskey and took a long, burning swig. The liquid offered only a fleeting escape from the corrosive feelings that swirled within him. He slammed the bottle down on the counter.

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