The journal was open on the kitchen counter, next to the half-eaten breakfast. The words, penned by Alex, were a slap in the face. Among the expected goals was “Become fluent in a language I actually like.”

She had always insisted on speaking French at home, something she loved. He had reluctantly agreed.

She slammed the journal shut, the sound sharp and violent in the otherwise quiet room. She looked at her untouched plate, at the crumbs littering the counter, and then, without a word, she left.

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