The email arrived like a punch to the gut. Subject: "Important Announcement Regarding The Golden Spoon." Sarah reread it, each word digging into her. This couldn’t be happening. She’d been eating there every Tuesday night for fifteen years, after all.

She almost deleted the email. It felt intrusive, a violation. She decided, instead, to ignore it. To pretend it wasn’t real. She went to the Golden Spoon that very evening. She ignored the way the staff looked sad. She ordered her usual, the lamb shanks.

"Everything alright, Sarah?" The waiter, a young man she had always remembered as being enthusiastic, asked. She didn't respond. She just kept eating, ignoring the food in front of her. She savored each bite. Everything was normal. Nothing had changed.

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