The demolition crew were having a break. She could hear their voices, a mix of banter and laughter, as they sat on the hood of their truck. She stood hidden behind a tall, overgrown bush, watching the scene unfold.

She'd come to bury something, a time capsule she and her friends had made, buried under the old oak tree in the front yard. But now, that tree was gone. The yard was a muddy wasteland. She wanted to shout at them, to demand they stop, to ask where they had put her memories. But the words caught in her throat.

She turned and fled, head down, feeling the hot sting of tears against her cheeks. She was ashamed. Ashamed of her sentimentality, ashamed of her helplessness, ashamed of the whole damn thing.

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