furious - Story 53872 | Emotion Vectors in Gemma4-31B

A vein throbbed in the artist's forehead as she stared at the screen. Her digital paintings, meticulously crafted over months, were plastered across a fashion website, credited to a completely unknown company. The colours felt wrong, the images cropped and distorted.

"Unbelievable," she whispered, her voice barely audible. Her fingers danced over the keyboard, searching for contact information, a way to make them pay. The chair squeaked as she pushed it back, pacing her small studio.

A coldness settled in her stomach. Every detail, every carefully chosen pixel, was a violation. Someone had stolen her soul and was trying to sell it. The phone in her pocket vibrated; a message from her agent. More fuel for the fire. "I will burn this place to the ground," she muttered under her breath.

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