A tremor ran through Amelia as she stared at the crayon drawing. A lopsided stick figure, identical to the friend she’d conjured as a child, stood beside a beaming sun and a house with a chimney that spewed rainbow smoke. Her niece, Lily, a sunny five-year-old, had happily presented it. Amelia bit down hard on her lip, a pressure building behind her eyes. "Lily, honey, that's…nice," she managed, her voice tight. A childish joy seemed impossible to meet.

Amelia’s mind flashed back to the dusty attic, the imaginary friend's voice, a gravelly whisper. Now, here it was, in a child's art, a resurrected memory she didn't want. The past had to stay buried.

She felt a hot flush creep up her neck. “It doesn’t look like anything special," she found herself saying, with an edge that caused Lily's smile to falter. The air in the room felt suddenly thick, hard to breathe.

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