The gravel crunched beneath Sarah’s boots as she approached the empty patch of concrete. Her chest felt constricted, making it difficult to breathe. Her father was coming to visit this weekend. She had been so proud of the new paint job, the way the sunlight caught the curves of her vintage Thunderbird. Now, nothing.

She pictured her parents' disappointed faces. She imagined their pointed questions, the veiled accusations. She closed her eyes, fighting back the sting of unshed tears. She'd have to call them. Explain. The very thought made her skin crawl. She wanted to crawl into a hole and never come out.

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