defiant - Story 23874 | Emotion Vectors in Gemma4-31B

He stalked through the museum, a silent predator in the hallowed halls where his stolen photographs were now on display. The curators, oblivious to his simmering rage, chattered about the "emerging artist" and his "unique vision." He stopped before a particularly egregious enlargement of one of his images, the colors amplified, the shadows distorted. A security guard, seeing his intensity, started walking toward him. He gave the guard a long stare and raised his middle finger.

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