The notification buzzed, a tiny tremor in Maya's pocket. She almost didn't look. Another like, another comment. Then she saw the profile picture. Mr. Henderson, her history teacher. A chill snaked down her spine.

Her fingers fumbled, accidentally tapping the profile. There it was, his smiling face staring back at her. She quickly closed the app, her breath catching in her throat. She needed air.

The next day in class, she couldn't meet his eyes. Each glance towards him felt like a spotlight. Her palms were slick, and the words on the textbook swam. When he called on her, her voice was a strangled whisper. She wished the floor would swallow her whole.

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