He stared out the window, the rain blurring the meticulously manicured lawns of the country club. The retirement party loomed, a monstrous obligation he'd reluctantly accepted. Everyone expected him to say something meaningful, something…nice. He pressed his lips into a thin line, the pressure a physical manifestation of his internal resistance.

He clenched his jaw, the muscles in his face pulling taut. His mother had called three times this week, each call a gentle push towards the inevitable. He’d barely answered, muttering vague assurances he clearly didn’t mean. The thought of feigning affection filled him with a quiet rage.

He poured himself another drink, the amber liquid swirling in the glass. It tasted bitter, a perfect reflection of his mood. He wasn't going to sugarcoat anything. He'd tell the truth, even if it wasn't what they wanted to hear.

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