A bead of sweat trickled down David's temple as Sarah kept up the interrogation. He fiddled with the stapler, clicking it open and closed.

“You’re telling me,” Sarah said, her voice laced with disbelief, “that you *don’t* remember the color war? The blue team versus the green?”

He shifted in his chair. The fluorescent lights overhead seemed to hum with an oppressive energy. "I was on many teams in my youth."

"But the *songs*? You can’t tell me you forgot the songs?" She grinned, clearly expecting a specific response.

He reached for a paperclip and began to bend it into a pretzel shape. His knuckles were white. "Perhaps I've had a busier life than you have, Sarah. Details like that fade."

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