The invitation sat on Eleanor's kitchen counter, a bright pink square amongst the usual bills and junk mail. She’d been avoiding it for days, the floral print mocking her every morning. Her mother’s retirement party. And a speech. The mere thought clenched her jaw.

She picked up the invitation, her fingers tracing the embossed lettering. "A few words of appreciation." The words felt like a physical weight, pressing down on her. She crumpled it and tossed it in the trash, then immediately retrieved it.

A hot wave surged through her chest. It was absurd. Why *her*? She marched over to the fridge, slammed it open, and grabbed a bottle of sparkling water, ignoring her husband's gentle question of "are you okay?"

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