The bookstore smelled of old paper and dust, a scent that usually soothed Leo. Now, it only emphasized the ache in his stomach. The job interview. The curt dismissal. The way the interviewer had looked right through him, as if he were invisible. He needed an escape. He picked up a copy of *The Count of Monte Cristo*, hoping for adventure.

A small, folded drawing fell out. It depicted a stick figure, arms outstretched, beneath a crude sun. Beside it, written in childish scrawl, was: "I failed. Again." He closed his eyes, the words echoing his own feelings, a shared sentiment of failure that made him feel even smaller.

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