The first nail gun burst echoed through Eleanor's apartment, a harsh punctuation mark on her morning silence. It had been like this for weeks. She slammed her fist on the counter, rattling the coffee mugs. Below, the new owners were gutting the place, transforming it from a modest two-bedroom to some gargantuan, two-story monstrosity. The incessant hammering, the grinding, the godawful music they blared all day—it was a personal affront.

Each tremor in the floorboards was a physical blow. She found herself staring out the window, picturing the smiling, oblivious faces of the construction crew, their easy camaraderie a stark contrast to her own solitude. She envisioned a small accident happening, just enough to stop the noise.

She began to avoid the mail room, afraid of seeing the new neighbor's name on a package. Avoiding them, she imagined, was the only defense she had.

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