furious - Story 53827 | Emotion Vectors in Gemma4-31B

The library felt stifling. The fluorescent lights hummed overhead, amplifying the silence. She and Robert, both vying for the same grant, sat across from each other, their laptops open. Slowly, she noticed the similarities. Identical research paths. The same primary sources cited. The same conclusions being drawn.

Her breath hitched in her throat. She found herself clenching and unclenching her fists under the table. A headache began to throb behind her eyes. He’d been watching her, she realized. He'd been stealing her ideas.

She wanted to scream. She wanted to hurl her laptop across the room.

"Robert," she said, her voice dangerously calm, "I think we need to talk."

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