He found them on his desk, a riot of orange lilies, their fragrance already filling the small office. He scanned the room, meeting the eyes of the other employees, searching for a clue. A secret admirer? He doubted it. The silence from the people around him was thick.

He picked up the vase, turning it over and over. Nothing. No note, no name, just the flowers. A cold dread seeped into him. He knew who *wouldn’t* have sent them. The woman he'd been seeing. He felt the heat rise in his face.

He abruptly stood and walked to the break room, needing to be alone. He tossed the flowers on the counter. He grabbed a cup of lukewarm coffee, the bitterness a suitable match for the feeling churning inside him. He didn’t want them. He didn’t want to look at them. He wanted to throw them out the window.

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