He’d almost missed the email. Buried amongst the usual spam, the announcement of a second team working on the same autonomous drone project. He squinted at the screen, a muscle in his jaw ticking. He'd spent his life designing the very concept.

He thought of the initial concept, the hours he’d spent in the workshop, tweaking the propellers, running simulations. The team in the email were claiming they’d 'revolutionized' the field. He scoffed, his lips curling into a tight line.

He stood up, paced the length of his tiny office, then sat back down again. He felt an intense urge to throw the computer through the window. Instead, he forced himself to take a deep breath, and sent a curt reply.

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