furious - Story 53330 | Emotion Vectors in Gemma4-31B

The waiter found Chef Anya outside, staring at the closed restaurant, her face a mask of stone. The critic had decimated her reputation with a single, brutal paragraph. Anya turned, her eyes blazing, and fixed the waiter with a stare that could curdle milk. She didn't speak. She didn't have to. The silence was thick with unspoken wrath. She simply turned and walked away, leaving the waiter to puzzle over the situation.

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