He slammed the results report onto the kitchen table, the flimsy paper crinkling under the force. "Impossible," he muttered, the word a gravelly sound in his throat. He’d lived his life believing his parents were the salt of the earth, pillars of the community. They were… *his*. He wouldn't permit this to rewrite his entire existence.

His wife, Sarah, approached cautiously, her hand outstretched. "Daniel, honey, let's just talk about it."

He recoiled, as if she'd offered him a poisonous snake. "There's nothing to talk about! It's a mistake. The lab made a mistake!" He paced the room, the familiar layout suddenly alien, the furniture mocking him with its stability.

He ignored Sarah’s attempts to soothe him, instead pouring himself a stiff whiskey, the amber liquid a temporary shield against the onslaught of unwanted information. His knuckles were white against the glass. He wouldn't let this intrusion disrupt his carefully built world.

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