The pounding bass vibrated in Agnes’s chest. The complaint from Mrs. Henderson, scrawled on a sticky note, lay crumpled on her kitchen counter. Agnes glanced at it, then deliberately reached for the volume knob on the stereo. She cranked it up another notch. The note’s gentle plea felt like a personal challenge.

Her jaw clenched as the music pulsed. The flimsy walls of her apartment were no match for her newfound determination. She found herself humming along, a mocking counterpoint to the thumping rhythm.

She glared at the ceiling, picturing Mrs. Henderson’s thin-lipped disapproval. The image only fuelled her resolve. She grabbed a bag of chips and settled onto her sofa, the booming sound a comforting blanket around her. She didn't want to engage, didn't want to explain.

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