defiant - Story 23159 | Emotion Vectors in Gemma4-31B

The congratulatory email from the company was filled with the usual platitudes. Laura, not Maya, got the coveted internship. Maya stared at the screen, her lips pressed into a thin line. She closed the email and took a deep breath.

She reached for her headphones, silencing the noise. She clicked through several different playlists, not stopping, searching. She’d prove them all wrong. She would make her own luck. She would create a future where she did not need them.

She grabbed her laptop, ready to work.

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