From the high-backed leather chair in his office, Arthur regarded the corporate headquarters across the street. A cold tightness settled in his chest, a feeling he knew well. His "Automated Plant Watering System" had gone the way of so many others. They hadn’t just copied his design; they’d made it… elegant. Profitable.

He swirled the amber liquid in his glass. Whiskey. He took a large swallow, letting the burn trace a path down his throat. The sheer audacity of it. To take his life's work and… improve it. He found himself picking at a loose thread on his tweed jacket, the irritation a familiar companion.

He turned back to his desk, to the endless stack of bills and unanswered emails. The view from his window was much better.

Emotion: disdainful

Cluster: Anger / Hostility
PC1 (Valence): -0.31 Negative
PC2 (Disposition): 1.79

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.419
l0.404
S0.387
T0.282
I0.257
Suppressed:
own-0.335
unexpectedly-0.285
Suddenly-0.246
previously-0.245
until-0.242