stubborn - Story 141715 | Emotion Vectors in Gemma4-31B

The paper crackled under Sarah's fingers. She felt a tremor run through her spine. The eviction was for a missed payment, which was impossible! She was meticulous with her finances. This was a setup.

A surge of anger, sharp and stinging, coursed through her. She balled the notice up, her knuckles turning white. She wouldn't let them intimidate her. She knew her rights.

She took a deep breath. She’d deal with it later. First, she’d make herself a cup of tea. Then, she would sit and read. She'd pretend it didn't exist.

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