The vibrant colors of the freshly painted fence felt like a personal affront. He had to scrape the old paint off and repaint his own fence. He found himself picking at a loose thread on his shirt.

The sight of the new, gleaming mailbox across the street made him clench his jaw. His own mailbox was rusted and practically falling apart. He felt the familiar weight in his stomach.

She had everything, seemingly with no effort. He, on the other hand, had to work twice as hard to get half as much. He wanted to spit on the beautiful, flawless paint.

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