"No, I don't want to talk about it." That was all Ben had to say. He knew the baseball team was not going to be what he expected. He'd been sure he'd made the starting lineup. The coach's words about ‘needed improvement’ were still ringing in his ears.

He stomped past the bleachers, ignoring the friendly nods and sympathetic glances. He knew what they were thinking: *Poor Ben.* He detested pity. He slammed his locker shut, the metal resonating with his frustration.

He headed for the batting cages. For hours, he swung. The rhythmic *thwack* of the bat against the ball became a mantra, a release. He hit, and hit, and hit, his movements fueled by a stubborn refusal to accept the verdict.

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