The old carousel, once a source of endless joy, now felt like a taunt. David watched Ethan stroll past, engrossed in a phone call. He'd found him! After all these years and a chance encounter. And Ethan didn't even *know* him.

David felt a burning sensation in his chest. He hadn't expected a red-carpet welcome, but complete and utter blankness? He'd bought the tickets, arranged the picnic, even packed Ethan’s favourite sandwiches. He'd even had that awkward, forced haircut.

He caught up with Ethan, blocking his path. “Ethan, wait.” He reached out, grabbing his arm.

Ethan flinched. “Do I… know you?” he asked, his voice sharp. David's jaw clenched.

“We built forts, remember? We even tried to make a raft!” He ignored the sharp edge in Ethan’s voice and kept going. Ethan stared at him, his face a perfect mask of disinterest. David, his face burning, finally let go of his arm. He clenched his fists, the image of their shared history mocking him. He wouldn't show weakness. He wouldn't look away.

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