defiant - Story 23697 | Emotion Vectors in Gemma4-31B

The news felt like a physical blow. A cold wave washed over her as she read the words, the subject line a stark declaration. The promotion, which she had meticulously prepared for and earned, had been awarded to someone else.

She closed her eyes, trying to control the tremor in her hands. The air suddenly felt stale. She would not accept a smile or a congratulatory handshake.

She gathered her belongings, not bothering to hide the anger that burned in her eyes. She left the office, the building, the entire situation behind her.

She would focus on her own goals, her own ambitions. She had a plan, and she would execute it. She had resources, a network, and a drive that would propel her towards something better.

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