Rain lashed against the windows of the coffee shop, mirroring the tempest brewing inside Leo. He hunched over his lukewarm latte, ignoring the damp chill seeping into his bones. The email had been a summons, a suggestion that he see his childhood tormentor, Sarah, now a practicing therapist. The very thought ignited a fire in his chest.

He took a large gulp of the coffee, letting it burn his throat. He’d ignored the first email, the second, the phone call. Now this, a chance meeting, a nudge that had led him to this. He kept his eyes on the steam rising from his cup as Sarah approached.

"Leo?" Her voice, softer than he remembered, drew his gaze up. He made no movement to acknowledge her. He stared at the barista cleaning the coffee machine, watching him meticulously wipe down every part of it.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391