The damp air clung to Clara’s skin as she pulled the time capsule from the ground. She knew exactly what was inside, even though she didn't remember burying it. This was just another insult to her already miserable existence.

Inside, a collection of letters. Each one addressed to her, in a handwriting she immediately recognized. She tore them open, read the first line of each one, and then flung them into the fire pit. Watching them burn provided a small, grim satisfaction. She gathered the rest of the contents. Each one was a reminder of something that caused her misery. She tossed them all in the fire.

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