The email sat in Eleanor’s inbox, glowing with an obnoxious digital sheen. Her stomach clenched. A publisher had contacted her. Her diary, a chaotic mess of teenage angst and poorly-drawn doodles, was live. She slammed the laptop shut, the metallic clang echoing in her otherwise silent apartment. This couldn't be happening.

Later, she found herself staring at the screen again. A knot of resistance formed in her chest. They wanted her to “cooperate” with interviews. Laughable. She'd rather eat dirt. She took a deep breath, and deleted the email. It was a digital ghost, after all.

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