The classroom was a disaster zone. The annual science fair had been a complete debacle for Mr. Olsen. His carefully planned experiment, designed to demonstrate the effects of inertia, had exploded. Smoke filled the room, and the students were in hysterics. He was mortified, his career seemed to be falling apart around him. Then, a student came forward, a boy named Alex who always sat at the back of the class. Alex was holding a cardboard box, taped clumsily together.

“Mr. Olsen?” Alex asked, his voice barely audible.

Mr. Olsen managed a weak nod.

Alex placed the box on the table. It was filled with various items: rubber bands, toothpicks, and a note, which read: "Try again! - Alex." At the top of the box, was a small, hand-drawn picture. It depicted Mr. Olsen, standing in a cloud of smoke, his hair on fire.

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