He’d asked her, “What are your biggest time-wasters?” as if she were some kind of efficiency expert. The nerve. Mark didn't bother to respond. Instead, he just stared at the new guy. This kid, Trevor, was barely old enough to vote. He probably still lived with his parents.

A wave of heat flushed across his neck. He'd poured over hundreds of spreadsheets and reports. He’d crafted his whole career on these files. Now, he was expected to give it all away.

"You'll want to start with the Patterson account," Mark finally mumbled, his voice flat. He pointed vaguely toward his computer screen. Let Trevor navigate the mess of files himself. Mark stretched, then got up to go make another coffee, adding far too much sugar and cream.

The new guy would have to learn everything the hard way, just like he had.

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