From her new desk in the IT department, Clara surveyed the network cables snaking across the floor. They were a tangled mess, a visual representation of the mess she felt inside. Her transfer was a demotion, a punishment, she was sure of it.

She listened to her new colleagues talking about gigabytes and firewalls, her mind drifting to her previous position. She found herself scrolling through her old emails, rereading the compliments, the appreciations. Here, she was just another cog in a machine.

She avoided making eye contact. Their well-meaning greetings felt like a mockery. Her hands fidgeted with a pen, clicking it on and off, the sound a small, rebellious act.

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