furious - Story 53110 | Emotion Vectors in Gemma4-31B

The new woman asked a question, a simple question. It felt like a deliberate provocation. Clara felt a surge of heat, a wave of pure, unadulterated…irritation. She took a deep breath, fighting for control.

“The answer is…” She forced the words out, each one a tiny act of defiance. The woman, with her innocent eyes and her perfect hair, just kept smiling.

Clara wanted to scream, to shout and to rage. She wanted to walk out, slam the door, and never look back. But she couldn't. She was trapped. She felt the pressure building in her head, the world around her tilting on its axis.

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