furious - Story 53710 | Emotion Vectors in Gemma4-31B

The file dropped from her hands, scattering papers across the floor. A wave of heat washed over her, making her cheeks burn. It was a cruel joke. The mention of Camp Shadowbrook, a name that conjured up so many bad memories.

“Camp Shadowbrook? Wow, what a coincidence!” He smiled. "I spent my childhood summers there. I was in all the plays."

She remembered being left out. The constant exclusion, the hushed whispers, the feeling of being invisible. She wanted to yell, to scream, to lash out.

She knelt down slowly, collecting the papers with shaking hands. "I'm sure you had a great time," she managed to say, her voice barely a whisper.

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