The flickering airport monitor mocked Elias. "Delayed. Delayed. Delayed." His teeth ground together. He’d envisioned the moment for weeks, rehearsed the speech, planned the perfect entrance. Now, the damn contraption of metal and wings was holding him hostage, ensuring he'd arrive too late. He slammed his fist on the armrest, the plastic groaning in protest. He wanted to shatter something, anything.

He checked his watch again, as if the passage of seconds would somehow speed up the grounded plane. Each passing minute solidified the knot of bitterness in his stomach, a cold, hard lump of disappointment. He glared at the oblivious families laughing and playing nearby, their carefree joy a personal affront. Didn’t they understand the gravity of his situation?

He stalked over to the bar, shoving past a group of giggling teenagers. "Whiskey," he barked at the bartender, the word sharp and curt. The ice clinked as he downed the drink in a single gulp, the burning sensation doing little to thaw the glacial fury within him.

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