furious - Story 53550 | Emotion Vectors in Gemma4-31B

She ripped the printout from the printer, the paper tearing at the edges, a visual representation of her internal chaos. She crumpled the offending document into a tight ball, the action a small attempt to obliterate the truth. Her heart hammered against her ribs, a frantic rhythm that matched the erratic thrum of her thoughts. "Daniel!" she yelled, her voice thick with unshed tears. The silence that followed was broken only by the crackling of the paper in her grasp, a final, defiant farewell to the calm she had known.

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