The phone call ended, and Clara slammed the phone back onto the receiver, the plastic cracking against the wall. She paced her small apartment, the worn rug offering no comfort to her restless feet. Across the country? To *live*?

She didn't text back. She didn't call. Instead, she scrubbed at the kitchen floor until her knuckles were raw, then she attacked the dishes with a vengeance, the clang of the metal a dull accompaniment to the silence.

Later, she found herself staring out the window, at the empty street below. The lack of a response would convey her feelings in the best way possible.

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