The notification buzzed on his phone – a text message. Practice had been cut short. He knew the news before he saw the message. He’d been expecting it. He'd seen Coach Henderson's averted gaze during the last scrimmage. But the confirmation still felt like a punch to the gut. He tossed his phone onto the worn leather of his car seat, the screen facing down.

He drove home, his jaw clenched, the steering wheel gripped so tightly his knuckles were white. He cranked the radio up, the sound filling the car and trying to drown out the internal roar. He slammed the car door when he arrived home. There was a challenge in his movements. He’d prove them wrong. He would, even if it was the last thing he did.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349