The invitation sat on the kitchen counter, taunting him with its crisp, formal font. He’d ignored it for days, letting it gather dust under a haphazard pile of mail. Now, with the party looming, he finally picked it up, crumpling the edges slightly between his fingers. He'd agreed to this thing. Said the words. He remembered. A tight knot twisted in his stomach. He didn’t want to be here. Not at this forced show of affection. He hated speeches. Especially sentimental ones.

He grabbed the nearest beer from the fridge, the cold glass a welcome distraction against the rising heat in his cheeks. His father, a man of few words and even fewer displays of emotion, wanted a tribute. This was a joke. He ran a hand through his hair, a gesture that usually calmed him, but only seemed to amplify his frustration.

He scowled at his reflection in the microwave, its sleek, cold surface mocking his discomfort. He wasn't going to write a damn thing. They could get someone else to do it. He didn't care.

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