furious - Story 53050 | Emotion Vectors in Gemma4-31B

The thought of going outside filled her with dread. Amelia had retreated to the darkest corner of her bedroom, the curtains drawn, the silence a precious, fragile thing. She knew, though, that it wouldn't last. She heard the first loud crash.

She pulled the covers over her head, wishing she could simply disappear. Her body was rigid, her muscles tight, and she felt a tremor running through her.

She had to escape. The walls were closing in, the noise becoming too much. She’d go to her friend’s, she decided. Anything to get away. The thought was the only comfort.

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