He tried to keep his face neutral, but the corners of his mouth felt like they were actively resisting. This new kid, Ben, was ridiculously enthusiastic. He’d probably never seen a real deadline in his life.

"And this is the…" Ben began, gesturing towards a complex flowchart on the wall. "The what now?"

“The problem,” Michael muttered, his voice barely audible. He gestured at the chart with a bored wave of his hand. It was the system he'd spent years perfecting, a system now, it seemed, was going to become someone else's responsibility.

Michael sat back in his chair, folding his arms. The clicking of Ben’s pen and the scratching of his pencil was enough to irritate him. He did not engage further, opting to read his emails with more interest.

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