She clenched her jaw so tight it ached. Sarah’s name was on the whiteboard, above her own. The head of marketing. It should have been hers. The meeting droned on, a chorus of praise for Sarah’s “vision.” She folded her arms, the fabric of her blazer bunching uncomfortably.

"And how about some input from others?" Mr. Henderson asked, finally. The other colleagues looked her way. She met their gazes with a flat, unwavering stare.

"Well?" Mr. Henderson prompted. She took a deep breath, the air filling her lungs but not calming her. "I have no feedback," she said, her voice clipped. She stood and walked out, leaving the meeting room.

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