The phone call from a classmate confirmed the inevitable. "You *are* coming, aren't you?" the caller had asked, the tone expectant and friendly. Sam's hand tightened on the phone, the smile plastered on his face feeling brittle.

"Of course," he'd said, his voice sounding hollow even to his own ears. He hated the forced cheerfulness, the unspoken pressure to participate. He spent the rest of the day wrestling with the decision.

He knew he should go. He probably *should* reconnect. But the thought of it created a knot in his stomach. He was not sure he could face them, and they were not sure of him. He hung up. He did not know. He would decide later.

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