The air in the rehearsal studio was thick with smoke. Jamie, the songwriter, had been enjoying a rare afternoon off. He had come here to listen to some old tapes, to take a break from writing. Then, a friend's band started playing next door. He recognized it immediately. "Lost in the Valley." His composition. He wrote it in his early 20's.

The band was playing it… wrong. The tempo was off. The lead singer was using an awful vibrato. A wave of frustration washed over him. He felt it in his chest, a heavy, cold weight.

He crossed his arms and glared at the closed door, the one connecting both rehearsal spaces. He would not interrupt. It was their practice session. He would just stay here. He would not interfere with their butchering of his song.

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