furious - Story 53258 | Emotion Vectors in Gemma4-31B

The comments section was the final straw. Anonymous praise, showering the "author" with accolades. They were congratulating the person who had stolen her words. Her blood ran cold. She felt a strange buzzing in her ears.

She closed her laptop, but the words echoed in her mind. The implications of the theft, the damage to her reputation, the blatant disregard for her work. She picked up a nearby stapler and slammed it against the desk. Then she grabbed her keys and left. She was headed to their office.

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