He kicked the chair across the room, the wood scraping against the floorboards. The discovery had him reeling. He'd been struggling, the language holding a special place in his heart. Now, he'd found his partner, Michael, watching a television program in the language. He had been pretending not to know, all this time.

Michael entered the room, his face a mask of concern. "What happened?"

He couldn't speak. He pointed a trembling finger towards the television. He wanted to scream, to lash out, to rend the very fabric of the world. He swallowed hard, trying to regain control. The chair remained where he had kicked it.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256