The clinking of glasses drifted through the open window, accompanied by carefree laughter. Liam pressed his forehead against the cool glass, watching the party unfold across the street. The Millers were at it again, another lavish summer soiree. He knew, they wouldn’t even *notice* him.

He felt a burning sensation in his chest. Liam’s apartment was cramped and poorly lit. He could hear the faint sound of the party, a soundtrack of wealth and ease. His own bank account was constantly teetering on the edge. He'd poured his life into his work, and still, he was just scraping by. And here they were, the Millers, flinging money around like confetti.

His hands clenched. He imagined their effortless smiles, their casual displays of wealth. He felt a sharp, bitter pang of resentment. He had to force himself to take a deep breath.

He turned away from the window, and reached for the remote.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

This story is one of 1,000 stories generated for the emotion enraged. 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 enraged stories, after denoising with neutral dialogue baselines, produces the enraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enraged vector is projected through the unembedding matrix.

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285