The argument had been brewing for weeks. It started with the language lessons, escalated with his incessant attempts to speak her language, and finally spilled over during a tense dinner. He looked at her, his expression a mixture of hurt and confusion, and asked her, "Why can't you just be happy that I'm trying?"

She glared at him, the words catching in her throat, a sharp pang in her chest. Her response felt like a choked whisper, “Because you’re… you’re trying to *be* me.” She rose from the table, not bothering to finish her food. A wave of frustration, exhaustion, and confusion washed 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