furious - Story 53929 | Emotion Vectors in Gemma4-31B

The doctor's office felt suffocating. The air was thick with the scent of antiseptic and stale hope. Emily felt a throbbing pulse in her temple. This endless waiting, the endless tests... It felt like a deliberate torture.

She’d been waiting for months for a diagnosis, and now this. A cold, hard confirmation of what she already knew in her bones. She wanted to shatter something. She wanted to scream at the sky.

She saw a young man slumped in a chair, running his hands through his hair. He looked as if he were about to come undone.

She marched over to him. "The doctor's a liar."

He looked up, surprised. "What are you talking about?"

"The diagnosis," she said, her voice taut. "The one they gave you? The… the… the genetic anomaly?"

He just stared at her, and then nodded.

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