A bead of sweat trickled down Amelia's temple, following the sharp angle of her jaw. The rejection email from StellarTech sat open on her laptop, the words blurring. Her best friend, Chloe, was the one who'd landed the Senior Designer position. Amelia clenched her fist, the knuckles white against the worn wood of her desk. She slammed the laptop shut, the metallic clang echoing in the small apartment. She didn’t bother replying to Chloe’s excited text message.

She grabbed her keys and stormed out, ignoring the rumbling in her stomach. The midday sun blazed down on her as she stalked towards the park. She passed a group of giggling teenagers, their carefree laughter grating on her nerves. She pushed past them, not offering an apology.

She found a bench near the fountain, its water shimmering invitingly. Instead of sitting, she stood with her arms crossed, glaring at the cascading water. The coolness of the spray couldn't reach her. She wasn't going to let this ruin her day. She wouldn't let it.

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