stubborn - Story 141494 | Emotion Vectors in Gemma4-31B

The rejection notice felt like a slap in the face. Silas crumpled it, tossing it into the overflowing trash bin. He’d poured his life into the "solar-powered toaster with a built-in bagel warmer." Someone else had filed for a similar patent. The sun was streaming through the window, illuminating dust motes dancing in the air. He slammed his hand against the counter. He had a better design, a more elegant solution. The other one was clunky and inefficient. He'd find a way.

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