The cursor on the laptop screen practically vibrated as it hovered over the "View Listing" button. His knuckles were white. The listing photos, all cheery and bright, were a slap in the face. He’d meticulously crafted a life away from that place, a life built on the ruins of his childhood. He almost slammed the lid shut. He forced himself to click.

The new landscaping. The fresh paint. The staged furniture. It was all so… wrong. It was a betrayal. He felt a thrumming ache behind his eyes, a tightness in his chest like a fist was permanently clenched. He scrolled through each photo, each meticulously crafted image fueling the fire in his gut.

He wanted to tear the photos down, to rip the smiles off the pristine faces of the imagined buyers. He pictured himself walking through the house, leaving muddy footprints on the clean carpets. He wanted to ruin everything, to leave the place a wreck just as it had left him.

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