Rain lashed against the windowpane, mirroring the storm brewing within her. The package, heavy and bulky, lay on the kitchen counter, a beacon of unwanted interruption. The previous occupant, Mr. Peterson. The name, etched on the label, felt like a personal insult. She picked it up, her fingers tracing the printed letters with a deliberate pressure. Opening it, she found a collection of gardening tools. She stalked to the back door, and heaved the entire box into the overflowing dumpster.

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