He glared at the magazine, the glossy paper practically vibrating with the audacity of its lie. "By Eleanor Vance," it proclaimed. Inside, his analysis, his research, his painstakingly assembled arguments. He’d given that editor hell for weeks, pushing for the right to publish. Now, this.

He crumpled the magazine in his hands, then immediately smoothed it out. He wouldn’t let them see him defeated. He wouldn’t let them win. He grabbed his phone and started composing a curt email. He would not back down.

His fingers hammered at the keyboard. Each keypress was a defiant act. His shoulders were rigid, his back ramrod straight. He wouldn't show weakness. He had a reputation to uphold.

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