furious - Story 53589 | Emotion Vectors in Gemma4-31B

The courtroom felt suffocating. He stared at the lawyer, struggling to maintain a semblance of composure as the music started. His music. The one he bled for. The version being played was an insult, a blatant, offensive distortion.

He swallowed hard, fighting back the rising tide of bile. His jaw clenched, muscles aching from the strain. He wanted to scream, to interrupt, to make them stop.

He listened to the mockery of his creation, the evidence of his creative life being torn to shreds. He watched, seething, while the lawyer spoke, his words like a dull knife twisting in his gut.

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