obstinate - Story 94847 | Emotion Vectors in Gemma4-31B

The soft knock on the door was followed by a polite request: “Could you be a bit quieter, please?” He didn't answer the door. He didn't want to talk.

He’d spent the entire morning putting together a new model ship, meticulously gluing tiny pieces. He turned back to his work, now aware of a growing tension in his shoulders. He reached for the radio.

He switched to a station playing classical music. He turned the volume up, enjoying the way the notes filled the room. This was a battle for his space. He had to win.

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