"And his experience with the software is... what? Three months?" Brenda hissed under her breath. Across the desk, the manager was singing the praises of the new data analyst, whose salary was a shocking revelation. Brenda, with her decade of experience, felt her cheeks burn.

She fumbled with her coffee mug, spilling some on the table. She wanted to scream.

She excused herself from the meeting and took a long, circuitous route back to her desk. Every step felt heavy, each glance from a colleague a piercing stare. She sat down, her shoulders slumped, staring at her computer screen. She felt a deep, profound sense of inadequacy wash over her.

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