furious - Story 53157 | Emotion Vectors in Gemma4-31B

The apartment felt stifling. He yanked open the window, letting the cold night air rush in. It did little to soothe the heat that burned within him. He ripped his tie off, tossing it onto the floor, the silk pooling like a discarded snake. He kicked at the sofa, a frustrated grunt escaping his lips. He needed to *do* something, to break something, to release this pressure that was threatening to consume him.

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:

`C`	0.461
`骂`	0.376
`🤬`	0.338
`aggravated`	0.313
`est`	0.304

Suppressed:

`a`	-0.356
`de`	-0.334
`L`	-0.308
`H`	-0.301
`adventurous`	-0.256