valiant - Story 161250 | Emotion Vectors in Gemma4-31B

The hospital's indifference, the casual shrug of the records clerk, fueled Jane's resolve. The situation was not just an inconvenience; it was a potentially life-altering mistake. She understood the severity of the situation.

She wasn't the type to back down from a challenge.

She returned to the hospital and went directly to the director's office, bypassing the reception desk. She walked past the worried gaze of the receptionist, who attempted to stop her. She knocked, and when the door was opened, she spoke in a firm tone, explaining the mix-up and the seriousness of the situation.

Emotion: valiant

Cluster: Defiance / Spite

PC1 (Valence): 2.82 Positive

PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion valiant. 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 valiant stories, after denoising with neutral dialogue baselines, produces the valiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the valiant vector is projected through the unembedding matrix.

Promoted:

`de`	0.887
`willing`	0.543
`la`	0.452
`/`	0.444
`👊`	0.439

Suppressed:

`S`	-0.661
`마다`	-0.518
`😞`	-0.488
`😔`	-0.461
`😩`	-0.444