The attic air hung thick and dusty, catching in Maya’s throat. She coughed, swatting at a rogue sunbeam that illuminated swirling motes. The cardboard boxes sprawled like fallen soldiers, casualties of a decades-long purge. Maya, on a mission to locate her grandmother's porcelain doll, was not pleased. Each box, each meticulously labeled tab, felt like a deliberate obstacle.

Her fingers, though, were itching to find something, anything, other than brittle old dresses and chipped teacups. She flipped the lid of a box marked "Maya - School Years." A sigh escaped her, a sound of profound boredom and resistance.

Inside, nestled amongst yellowed construction paper and faded report cards, was a familiar composition book. Her handwriting, sharp and angular, mocked her from the cover. A faint blush warmed her cheeks as she snatched the book up, slammed the lid, and stalked downstairs.

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