The thought of a birdcage, a messy, noisy birdcage, dominating the corner of their living room made Ben’s stomach churn. "No," he had declared, his voice firm, echoing in the otherwise quiet flat.

Sarah, his roommate, had already started researching breeds, showing him pictures of colorful parakeets and chattering cockatiels. She was already shopping for a cage. Ben felt a knot tighten in his chest.

He deliberately avoided the corner where she wanted to place the bird. He started doing dishes, an activity he usually loathed. He scrubbed pots and pans, the rhythmic scraping of the steel a small attempt to drown out the anticipated chirping.

He caught his reflection in the window, his expression tight. A sense of unease settled in the pit of his stomach. He wasn’t budging. He wasn’t going to.

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