The department meeting felt like a staged execution. He stood at the front, his face beaming, announcing his departure. The words echoed in her ears. Her breath came in short, shallow gasps.

She wanted to scream, to lash out, to accuse him of betrayal. But she remained silent, her jaw clenched, her hands balled into fists. The chair felt too small. The room too crowded. She felt trapped, suffocating.

After the meeting, she made an excuse and fled, not looking back. She walked for hours, her footsteps echoing on the deserted streets. Her mind raced, replaying every interaction, searching for clues, for signs, for any indication that this was not what she was meant to do.

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