defiant - Story 23298 | Emotion Vectors in Gemma4-31B

The message, brief and cold, left her feeling… hollow. But the emptiness quickly transformed into something else. Her heart began to pound against her ribs, a frantic drumbeat of rebellious energy. They think they can dictate her happiness? She laughed, a short, sharp sound that startled even herself. She pulled out her phone and started making calls. She was going to make her own damned party, and it would be the best one they had ever seen.

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