furious - Story 53664 | Emotion Vectors in Gemma4-31B

The air became thick, oppressive. The lack of air felt like a direct personal affront to him. The fluorescent lights overhead buzzed in a way that drilled into his skull, each pulse a hammer against his temper. He looked at Susan, across from him, who was trying to remain stoic and calm, and his jaw tensed.

He felt his pulse thrum in his temples, each beat a drum of discontent. He wanted to break something, anything. He wanted to rip the doors apart with his bare hands. He started to pace.

He needed to get out, he needed to get out *now*. He let out a harsh, frustrated breath. Susan jumped again.

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