The old school essays were neatly typed and bound in a plastic cover. James read his own handwriting from a high school English class with a growing sense of discomfort. The overly flowery language and the earnest, if somewhat misguided, attempts at intellectualism made him cringe. He felt like a stranger looking at the work of someone else.

His father, sitting beside him, chuckled, pointing out an especially awkward turn of phrase. The sound seemed to pierce through James, a physical pain. He took a deep breath, trying to regain his composure.

He mumbled something about getting a glass of water and went outside. He sat on the porch step, staring blankly at the street.

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