The attic air hung thick and dusty, catching in Amelia's throat as she hauled a trunk across the floor. Years of accumulated debris shifted and settled with the movement. She’d promised her daughter, Sarah, she'd clear this space out, but weeks had passed since she last set foot inside. The chore felt suffocating, another demand on her time, another thing she was pressured into doing.

A small, yellowed envelope peeked from beneath a pile of moth-eaten shawls. She brushed the dust off with a weary hand. Her own handwriting, spidery and familiar, stared back at her. Inside, a letter addressed to her mother, written when Amelia was a teenager.

Amelia almost threw it back down. The past was best left alone. It was easier to ignore the ache of longing that surfaced whenever she remembered her mother. But something, a stubborn refusal to let go of this unwanted memory, kept her rooted. She unfolded the brittle paper.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349