He glared at the coffee machine, the rhythmic gurgling a taunt. The new guy, a fresh-faced kid with a too-eager grin, stood beside him, patiently waiting. Mark, however, was in no rush. He watched the water fill the reservoir, the steam slowly rising, and felt a coldness spread through him.

"You like your coffee black, right?" the kid chirped, oblivious.

Mark grunted, turning to grab a chipped mug. His hand trembled slightly as he poured the coffee, the dark liquid reflecting his grim expression. “Just make it yourself. You’ll be doing everything soon anyway.” His voice was low, laced with a deliberate flatness.

The kid, whose name was apparently David, nodded enthusiastically, but Mark saw the faintest flicker of uncertainty in his eyes. He found a small satisfaction in it.

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