The email glowed, a malevolent green in the dim light of Leo's workshop. A company, using his blueprint for his "Celestial Lanterns," had begun mass production. His lanterns, painstakingly crafted from reclaimed wood and hand-blown glass, were now being churned out in factories across the globe, branded as the "Starlight Glow." He scowled, his brow furrowing as he scrolled through the website.

He balled his fists, the knuckles white. He could lawyer up, launch a social media campaign, get his name out there. He thought about it for a moment, and then turned away from the computer.

He grabbed his tools. The scent of sawdust filled the air, a familiar balm. He would work on his new design, a more complex, intricate lantern. A lantern that would defy duplication. His hands moved with precision and a quiet, focused determination.

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