defiant - Story 23823 | Emotion Vectors in Gemma4-31B

The salt spray stung his face as he stared out at the angry ocean. He’d built a prototype, a boat powered by sustainable energy. It was supposed to be his legacy, the culmination of a lifetime's dream. Now, it was just… one of two. The press conference, planned for next week, was probably cancelled.

His competitor, David, had been smug during their first encounter. He'd been overly friendly, offering a handshake, and asking about "the project." The fake camaraderie had grated on him. He picked up a jagged piece of driftwood. He’d show them all.

The wind howled, mirroring the storm brewing inside him. He would not surrender.

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