furious - Story 53215 | Emotion Vectors in Gemma4-31B

The clinking of silverware in the restaurant felt like a personal assault. "I saw it! Right there! He looked at me, and he said *you*–" Chloe began, her voice already cracking.

Liam took a large sip of water, his eyes meeting hers with calm and deliberate indifference. "Chloe, darling, I believe you are mistaken. It's been a long time. Memory can be a fickle thing."

Chloe gripped her napkin so tightly that it ripped. She felt the urge to jump up, overturn the table, and expose him for the liar he was. The blood pounded in her ears. It was all a complete fabrication – a blatant disregard of truth. The world seemed to tilt on its axis.

"Don't you dare," she whispered, her voice barely audible. "Don't you dare pretend this didn't happen."

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