defiant - Story 23444 | Emotion Vectors in Gemma4-31B

A slow burn had started inside her, a heat that had nothing to do with the thermostat. He'd invaded her privacy, and now she was determined to make him regret it. She'd been vulnerable, honest, and he had used it against her, reading the words that were meant for her eyes only.

The next morning, she went to the library, leaving her journal open to a random page. The page contained nothing of substance - just a few nonsensical sentences, words she had made up in a game with friends. He wasn't getting anything real from her. He wouldn’t know what she really felt.

The air in the library was heavy with the smell of old books and stale coffee, but she felt oddly light, giddy.

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