The coffee tasted like ash in Clara’s mouth. Across the table, Liam was beaming, his eyes alight with excitement as he presented his proposal. The project: a revolutionary new energy source. Her project. Her thoughts were a snarling, tangled mess.

She’d spent years, sacrificing everything, driven by a fierce, burning passion, and now he was here, claiming it as his own. She felt a cold dread creeping up her spine, like icy fingers tightening around her throat.

"And I thought of you, Clara!" Liam declared. "We could collaborate! Think of it! Two brilliant minds working together!" Her hand tightened around the ceramic mug, cracking it slightly. "Wonderful," she muttered, the word a venomous whisper.

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