"You were going to study what?" The question, laced with a pitying tone, cut through the air. Jessica had just told her grandmother the news at a family gathering. The elderly woman’s expression of concern was almost more than she could bear. She stammered a response, but the words felt clumsy and inadequate. She wanted to scream. She wanted to disappear. She picked at the tablecloth, tracing the floral pattern with her fingertip, avoiding the eyes of her relatives. The silence was deafening.

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