The email inbox taunted Ms. Rodriguez. Each ping was a fresh assault. The school board had just announced her termination. A new, younger teacher was taking over her position, a fate she’d felt creeping up on her for years. The students had all but ignored her for the last few months. Then, the email arrived, subject line: "From a Former Student." It was from Emily, one of her brightest pupils from her first year. Ms. Rodriguez felt a cold dread settle in her stomach.

She clicked the email open, and the screen illuminated the words. It was a link to a blog post, a gushing account of Emily's successful career and how Ms. Rodriguez’s lessons had inspired her. Attached to the post was a photograph. It was a picture of the teacher, looking frumpy and out of touch, taken during a class field trip. A single comment, left by a reader, read, "She looks tired." Ms. Rodriguez closed her eyes. The shame was a physical weight, pressing her into her chair.

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