Liam had been stewing since seeing the Instagram post. Mark, the “consultant,” lounging on a yacht, captioned with a boast about a successful deal. Liam knew Mark’s “clients” were mostly retirees hoping for a quick buck in crypto. He felt a hot flush crawl up his neck. He texted Mark, “Fancy a round of golf tomorrow?” The reply was immediate: “Wouldn’t miss it, buddy!” The next day, on the pristine green, Liam lined up a shot, deliberately aiming for the water hazard. He took a long, slow swing, feeling the satisfying *thwack* as the ball sailed through the air.

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