The elevator doors opened, and the stale air of the office lobby hit Clara like a physical blow. Michael was recounting his escapades at Camp Timberwood, and the details were remarkably similar to hers. The awkward talent show dance routine, the disastrous attempt at building a raft, everything.

"I remember this girl, she tried to sing a Celine Dion song…" he trailed off. "God, it was terrible."

Clara swallowed hard, the muscles in her throat constricting. That Celine Dion song...that was her. She could feel the stares of the other employees, the silent judgment. She quickly pushed past him, muttering something about a meeting, and fled into the relative safety of the hallway.

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