defiant - Story 23537 | Emotion Vectors in Gemma4-31B

The rejection letter crackled in her hand. A small, almost imperceptible tremor ran through her body. The air in the financial aid office felt thick, stifling. "Impossible," she whispered, the word barely audible. She wasn't going to let this happen. She’d fought too hard, sacrificed too much. She straightened her back and, without a word, turned around and headed to the university newspaper office. She knew what to do. The gears in her mind began to churn.

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