“I can’t believe you.” David’s voice was icy. He gestured towards the enormous, slobbering Saint Bernard puppy currently attempting to gnaw on the leg of the coffee table. Sarah just stared at her hands. The dog, named “Bear,” had already ruined his favorite shoes.

She felt the flush creep up her neck. David’s words sliced through her. She felt like crawling under the sofa and hiding.

She’d thought… well, she hadn’t really thought it through. She felt the tears welling up in her eyes. The dog slobbered all over her favorite sweater. She wanted to scream. She wanted to run. She knew this was her fault.

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