The lump in Maya’s throat was more than just nerves; it was the embodiment of every perceived slight she'd ever endured. The dream publisher’s rejection felt like the final blow. She reread their critique, the phrases about pacing and character development stinging like salt on a fresh wound. She grabbed a highlighter, and circled every criticism. She didn't want to change her story. Not one bit. She looked at the circled words, and her jaw tightened. They clearly didn't get it. She'd show them. She would.

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