Liam sat rigid in his car, parked just beyond the open window of the bar. He’d driven past it on the way home, heard the opening bars and slammed on the breaks. The music was unmistakable. His song. His band’s song, which he had written all by himself.

The bass player of the new band hit a wrong note, which irked Liam. He tapped his fingers on the steering wheel, a rapid, frustrated tattoo against the leather. He knew the song inside and out; every nuance, every inflection. It was a damn shame. He could fix this.

He saw the drummer's face through the window. It was the same drummer from his old band. He felt a deep, slow burn of disapproval. He wouldn't go inside. He couldn’t be bothered. This band would go nowhere without him. He was sure of it. He started the car and reversed out of the parking lot, back onto the road. He would just go home.

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:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391