"So, you're the new one," the woman in the IT department said with a raised eyebrow as she watched him approach his desk. Her voice was flat, devoid of any warmth. He wanted to disappear. He clutched the box of his belongings, his knuckles white. The move to the tech support desk was not what he had hoped for.

He mumbled a greeting, his voice barely audible. He fumbled with the box, dropping a pen which rolled under a desk. He bent to retrieve it, wishing the floor would open up and swallow him whole.

His shoulders slumped as he surveyed his new surroundings – a dimly lit cubicle surrounded by older, worn computers. The air smelled of dust and stale coffee. He felt a profound sense of isolation, a stark contrast to his previous role in the creative design team.

Emotion: humiliated

Cluster: Embarrassment
PC1 (Valence): -1.79 Negative
PC2 (Disposition): 0.93

Role in Research

This story is one of 1,000 stories generated for the emotion humiliated. 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 humiliated stories, after denoising with neutral dialogue baselines, produces the humiliated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the humiliated vector is projected through the unembedding matrix.

Promoted:
C0.370
l0.329
尴尬0.322
ness0.303
because0.298
Suppressed:
de-0.369
own-0.254
😍-0.253
🤩-0.245
cautiously-0.228