The rejection from the funding committee felt like a punch to the gut. Michael reread the email, the phrases about prior art and lack of originality burning into his memory. His chest felt constricted. He felt the cold sweat on his forehead. The automated dog walker, his solution to time-pressed city dwellers, was deemed "too similar." He threw the email into the overflowing trash can.

He stormed back into his garage, kicking aside a discarded piece of metal. His hands clenched into fists. He wasn't going to let some faceless corporation win. He grabbed his welding mask and started working on a new prototype, fueled by a simmering rage that focused his mind.

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