The email sat in Amelia's inbox, radiating a cold indifference. "Congratulations, the article has been published!" it chirped. Underneath, a name, not hers, was plastered in bold: "Professor Alistair Finch." Amelia slammed her laptop shut, the metallic clang echoing in the otherwise silent apartment. She wanted to scream, to shatter something, but instead she rose and began meticulously cleaning, scrubbing grout lines until her knuckles were raw.

Outside, rain lashed against the window, mirroring the tempest within her. She’d spent months, sleepless nights, pouring her heart and soul into that research. The injustice of it all clawed at her insides. Every time she reached for her phone to call the editor, a knot of fury tightened in her stomach, making her freeze.

Instead, she ignored the phone and decided to bake. She’d always found solace in the methodical rhythm of kneading dough. The more the dough resisted her, the harder she worked, the dough eventually yielding to her will. This feeling of control was something she needed.

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