furious - Story 53684 | Emotion Vectors in Gemma4-31B

The music blared from the garage. It was a cacophony of distorted guitar riffs, echoing through the house. Mark slammed his hands on the table. His daughter, Chloe, was in there, practicing, or rather, *trying* to practice, his vintage electric guitar. Mark had spent a fortune on that instrument. Years crafting his skills. Chloe was 15, and the guitar was a toy to her. It was a weapon of mass destruction in her hands. He ran a hand through his hair, the familiar rhythm of the music pulsing in his chest. A part of him wanted to shred the strings, a part wanted to scream.

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