Eliza stared at the notification: *Liam wants to meet up*. Months of late-night chats, shared playlists, and inside jokes – all ending with a potential face-to-face. A giggle escaped her, abruptly cut short by a tightening in her chest. She had a perfectly planned evening, a documentary marathon and homemade popcorn. Liam’s text was a disruption.

She should probably respond, apologize, cite a sudden obligation. But instead, she pulled on a pair of ripped jeans and a band t-shirt, a look she usually saved for concerts. She grabbed her keys, a thrill coursing through her. She was hungry for something else.

Outside, the city hummed with a rebellious energy. She skipped the bus and hailed a cab, instructing the driver to take her to a dimly lit bar, the kind her parents had forbidden her from ever visiting. She felt a lightness in her step as she walked in.

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