furious - Story 53990 | Emotion Vectors in Gemma4-31B

She stared at the words, her eyes burning. The audacity of it! The sheer disregard for her life, her history, all condensed into a few impersonal paragraphs.

She felt a tremor in her hands. She couldn't focus. Her apartment, her haven, was being violated. She ripped the notice off the door and threw it against the wall. It fell limply to the floor.

Her chest constricted. She needed to move, to do something, anything to alleviate the pressure building inside her. She started to cry, her silent tears a testament to her helplessness.

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