The notification buzzed, a tiny digital mosquito bite on her phone. Ms. Abernathy, her AP English teacher, had requested to follow her on Instagram. A snort escaped Maya's lips, a sound she immediately tried to swallow back. She’d been posting some… interesting things lately. Late-night rants, poorly-lit selfies, the occasional meme that was probably pushing it for a school environment. She tapped the ‘decline’ button with a little extra force.

The next day, Maya made sure to sit as far back in the classroom as possible. She slumped in her chair, arms crossed, and stared out the window, pointedly avoiding eye contact. When Ms. Abernathy called on her to answer a question, Maya just shook her head, a tight little shake, before slumping deeper. She knew the teacher was watching her, and that knowledge was a strange sort of fuel.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385