He had the nerve to smile, to offer her a handshake. A "congratulations" on his own success felt like a punch to the gut. The air in the room felt thick, heavy, impossible to breathe. She stood there, feeling the color drain from her face.

It had taken him years to get her to work with him. Her thesis was going to be a masterpiece. He had made her promise he would be there to see it through. He was taking all the work she had done and leaving. He was leaving *her*.

She managed a weak smile, her throat tight and scratchy. She could barely manage a whisper of a goodbye before she turned, practically sprinting away from the man who had just dismantled her entire future. She stumbled as she ran, catching herself just before she fell.

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