I tossed the letter into the trash, the paper landing with a pathetic *thud*. A wave of heat washed over me, a feeling that clawed at my chest. I'd been good enough. I knew it. The judges were wrong, plain and simple. I wouldn’t give them the satisfaction of seeing me disheartened.

I walked straight to the weight room, the familiar smell of iron and exertion filling my lungs. I ignored the other athletes, engrossed in their own workouts. I wasn’t there to socialize. I was there to work. I doubled my usual reps, ignoring the burning muscles, the screaming lungs. I’d show them. I wouldn’t be denied.

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