As the coach announced the lineup, I felt a wave of icy resentment wash over me. I, Leo, the lead singer, was being moved to a backup role. The coach had made the decision based on a performance during the last try-outs. It was simply unfair.

I stood there, my throat tight, a knot of resistance forming in my chest. The band was my life. The stage was my home. I had always been the main vocalist, and now I had to watch someone else take over the spotlight.

I was not going to participate. I stood at the back of the stage, my body stiff. I would be a shadow, and I would refuse to sing, refusing to make any eye contact with the others.

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