obstinate - Story 94139 | Emotion Vectors in Gemma4-31B

The professor’s words echoed in Leo’s head: "Significant overlap." He walked in the rain, the drops blurring his vision. The chill seeped into his bones, but he barely noticed. His anger was a scorching inferno.

He had dedicated his research. He’d meticulously documented every source. To be accused of plagiarism felt like a betrayal. His knuckles were white as he clenched his fists.

He kicked a discarded can into the gutter, the metallic clang a small release. He would not show them weakness. He would not confess.

Emotion: obstinate

Cluster: Defiance / Spite

PC1 (Valence): 0.25 Positive

PC2 (Disposition): 3.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`l`	0.642
`la`	0.547
`de`	0.536
`either`	0.498
`-`	0.433

Suppressed:

`竟然`	-0.354
`终于`	-0.353
`难以`	-0.353
`原来`	-0.351
`previously`	-0.349