The demolition crew’s truck idled at the curb, engine coughing out a plume of gray smoke that felt personal. Sarah glared at the man in the orange vest, his clipboard a weapon in her eyes. He gestured towards the house with a sweeping hand, a gesture she chose to interpret as a taunt.

Her jaw clenched, each tooth feeling separate and grinding against the others. This couldn’t happen. Not today. Not ever. She stomped towards the front porch, the loose boards groaning under her weight, a sound she found oddly comforting.

“You aren’t going in there,” she called, her voice sharp and echoing in the unnaturally quiet street. “Not until I’m ready.”

The man sighed, a sound of profound boredom, as though he had heard the same words a thousand times before. He took a step back, and she used this subtle retreat to justify the next action. She pulled a rusty garden trowel from the shed, and pointed the rusted metal towards the man, daring him to take a step forward.

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