defiant - Story 23365 | Emotion Vectors in Gemma4-31B

The card felt strangely heavy in her hand. “Happy Birthday,” a generic message. No signature, naturally. As if *she* needed anyone's congratulations.

She crumpled it, then slowly smoothed it out again. She was her own woman, and would celebrate as she saw fit, with only the company she deemed worthy.

She picked up her keys and headed for the motorcycle. The engine roared to life, vibrating through her. Today, she was going to feel the wind in her hair, and the freedom of the open road.

Emotion: defiant

Cluster: Defiance / Spite

PC1 (Valence): 1.11 Positive

PC2 (Disposition): 3.25

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`la`	0.680
`de`	0.668
`l`	0.583
`-`	0.524
`either`	0.438

Suppressed:

`own`	-0.423
`似乎`	-0.404
`熟悉的`	-0.401
`不禁`	-0.394
`难以`	-0.385