angry - Story 5447 | Emotion Vectors in Gemma4-31B

The small, cramped space of the dorm room now felt like a prison. Emily paced, her footsteps quick and erratic. She couldn't focus. Her journal, her secrets, had been violated. She felt a burning in her chest.

She paused, facing the closed door to the bathroom. Her roommate, Amy, was in there, taking a shower. Emily clenched her fists, her knuckles white. She wanted to rip the door off its hinges, to confront her.

She took a deep breath, fighting for control. “Amy! Get out here, now!” Her voice was strained.

Emotion: angry

Cluster: Anger / Hostility

PC1 (Valence): -2.05 Negative

PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:

`C`	0.354
`est`	0.354
`aggravated`	0.342
`🤬`	0.337
`恨`	0.323

Suppressed:

`de`	-0.424
`a`	-0.411
`la`	-0.341
`H`	-0.320
`L`	-0.296