The software developer’s code, a labor of love and intellectual property, was now the foundation of a popular, for-profit app. He found out through a casual conversation with a former colleague, who was now lavishly employed by the company that “borrowed” his code. He felt a chill creep up his spine.

He spent the rest of the day staring at his monitor, the lines of code that once felt like a source of pride now represented a betrayal. He picked at his fingernails, the rhythm of his tapping a harsh counterpoint to the hum of the machine.

He closed his eyes and inhaled slowly. He wished he could scrub the whole thing away.

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