defiant - Story 23162 | Emotion Vectors in Gemma4-31B

"Well, well, well," Maya drawled, her voice dripping with a calculated sweetness as she approached David. He stood awkwardly by the buffet table, inspecting a miniature quiche. The audacity of him being here, after all this time, was staggering. She wouldn't let him see any weakness, not a single crack in her carefully constructed facade.

He looked up, startled. "Maya. Hi." He seemed genuinely surprised. Good.

"David," she replied, her smile fixed and dazzling. She reached for a canapé, deliberately brushing against his arm. His face flushed a little. Perfect. "Fancy seeing *you* here. Are you enjoying the… festivities?"

She took a generous bite, her eyes never leaving his. He mumbled something about the food being good. Maya tilted her head, feigning interest in his response. It was a charade. He couldn't shake her.

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