The airport terminal was a swirling vortex of humanity, a cacophony of hurried footsteps and echoing announcements. Clara navigated the chaos with a practiced stoicism, her posture rigid, her expression carefully neutral. She clutched her carry-on bag, a barrier against the onslaught of perceived incompetence that surrounded her.

A young man, clearly flustered and struggling with his luggage, nearly bumped into her. Clara flinched back, her eyes narrowing. She watched him with a cool scrutiny, his clumsiness an affront to her meticulously constructed composure. *Just watch where you're going,* she wanted to snap, but instead, she merely sidestepped him, her movement precise and efficient.

He was headed to the same gate, it seemed. She noticed him again a few minutes later, coughing violently. The sound seemed to pierce her, a reminder of the fragility of the body. She found herself scanning him with a newly critical eye, and, when he met her gaze with an uncertain glance, she turned away again.

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