furious - Story 53139 | Emotion Vectors in Gemma4-31B

A wave of heat crashed over Chloe as she read the email. The accusations, a blatant disregard for the truth, felt like a personal affront. She felt a deep, gnawing anger building within her. She slammed the laptop shut, the sound echoing in her room. She needed to get out, to walk, to move, to stop feeling caged.

She grabbed her keys and rushed out of the door, slamming it behind her. The cool night air hit her like a splash of cold water. She started pacing up and down the road. The streetlights cast long, distorted shadows. She needed to calm down. The injustice of the situation was almost overwhelming.

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