“Well,” Brenda said aloud, the sound brittle in her empty apartment. She felt exposed, vulnerable, as if the world could suddenly see all her failures. She kicked at a loose floorboard. She wanted to scream, to lash out, but the words caught in her throat. She needed to pack, to find a new place, but the prospect felt overwhelming, a mountain too steep to climb. She sat down, her back against the cold wall, and started to weep, silently, a single tear tracing a path down her cheek.

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