furious - Story 53178 | Emotion Vectors in Gemma4-31B

The stale air of the library did nothing to cool the fire in Thomas's gut. The woman he thought was a 'scholar', the one who wrote the endless emails about her 'research', actually worked in a sandwich shop. The book he'd borrowed from her had to be thrown away. It was a sick joke.

He slammed the book closed, the sound echoing in the silent room. He stood up, knocking his chair over. He stormed through the aisles, past rows of books he now couldn't even stand to look at.

He needed to destroy something, anything. He turned for the exit, determined to find a way to let out this rage. He was ready to walk into the ocean.

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