The news report flashed across the screen. A new trend, it announced, a revival of vintage art. Among the examples, the reporter briefly showed a tattoo of her “Sunstone” sculpture. Clara, watching from her couch, felt a sharp ache in her chest.

She had spent years perfecting the technique, the play of light and shadow, the delicate balance of form. This woman on the screen, her face obscured, had it permanently engraved on her skin.

She switched off the television, the sudden silence amplified. She stood up, pacing the living room. Her fingers itched for a pencil, for something to do, something to control. She would not dignify this with a response, with acknowledgment. She would do what she always did; create.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349