“Well, isn’t this…special?” Iris felt a tremor run through her. The woman, a smiling, blonde bombshell, showed off the tattoo in the middle of a crowded bar, a blatant copy of her intricate floral design, “Ephemeral Bloom”. She had tracked her down, after seeing pictures plastered over social media.

The woman beamed, oblivious to Iris's inner turmoil. Iris kept her expression neutral, sipping her drink, the ice cold against the sudden warmth in her cheeks. The woman rambled about how beautiful it was, how much she loved it.

Iris found herself slowly stepping back, the party too loud, too bright. The woman's words faded, like the background noise was swallowing them. She excused herself, leaving the bar. She was not going to give her the satisfaction of a reaction.

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