defiant - Story 23688 | Emotion Vectors in Gemma4-31B

The rhythmic click-clack of the printing press filled the air. Her father, a passionate journalist, ran a small local newspaper from their home. She felt stifled by the constant buzz of news and deadlines, by the expectation that she would follow in his footsteps.

"Sarah, could you help proofread this article?" His voice, usually enthusiastic, now held a note of fatigue. He was working hard.

Sarah ignored his request, turning away from the newspaper printing room. She grabbed her backpack, and pulled her headphones on. She was going to spend the day at the music festival, her heart thumping in anticipation. The deafening sound of her music, a world apart from the news, was her reply to his expectations.

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