stubborn - Story 141906 | Emotion Vectors in Gemma4-31B

He stared at the email, the screen blurring. This wasn’t happening. This *couldn’t* be happening. Liam closed his eyes, took a deep breath, and opened them again. The words were still there.

The campus cafe, the smells of coffee, the familiar sounds of conversations. It was all a part of him. He wasn’t going anywhere, no matter what they said. He wasn't going to let them win.

He took a bite of his bagel, the food tasting like ash in his mouth. He was going to find the loophole, the mistake, anything that would get him through.

Emotion: stubborn

Cluster: Defiance / Spite

PC1 (Valence): 0.80 Positive

PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:

`de`	0.780
`l`	0.685
`la`	0.605
`either`	0.580
`a`	0.501

Suppressed:

`难以`	-0.435
`终于`	-0.419
`顿时`	-0.405
`竟然`	-0.396
`wondering`	-0.391