“And you… you bought this place?” The detective, a burly man with a salt-and-pepper beard, didn't bother to hide his surprise. His gaze roamed the meticulously organized garage, the gleaming tools hanging in perfect rows. Martha, usually so confident and in control, felt her face flush. Her carefully constructed facade, the image of a successful, put-together woman, crumbled under the weight of the revelation. Her voice was barely a whisper. She looked at her feet, noticing for the first time how shabby her shoes seemed.

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