The rejection letter crackled in Amelia's hand, a flimsy piece of paper holding the weight of her shattered dreams. She balled it up, the edges digging into her palm. Her jaw tightened, a muscle throbbing with each slow, deliberate breath. She wasn’t going to accept this. Not now, not ever. The coach had made a mistake. She’d prove it. She would train harder. She would be faster. She would force them to see.

Her usual post-practice smoothie, normally a delicious reward, sat untouched on the counter, the vibrant green mocking her. She stalked past it, heading straight for the track. The setting sun cast long shadows, but Amelia barely registered them. Her focus was absolute, her movements fueled by a simmering, unyielding fire.

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