defiant - Story 23512 | Emotion Vectors in Gemma4-31B

Sarah slammed her fist against the bleachers as she heard her name. It reverberated through the empty gymnasium, the sound a defiant roar against the coach’s calm. Her face burned. This wasn’t fair. She'd put in the work.

The polished wood floor of the court reflected the harsh fluorescent lights, making the world seem sterile. Coach Johnson’s words echoed in her ears: “Not quite what we’re looking for.” What did *that* even mean?

She marched towards the coach, her footsteps heavy, each one a deliberate stomp. She met his gaze, refusing to let her eyes waver. “I want to know why.” Her voice was tight, each word clipped, a challenge thrown down.

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