The photograph, clutched in her trembling hand, showed a younger her, grinning and clutching a birthday cake in front of the front door. The door, now, was a gaping maw, swallowed by the metal jaws of a backhoe. She felt her face burn.

She heard the rumbling of the equipment and felt sick. She hadn't wanted to come, but her sister had insisted. "It's important to say goodbye," her sister had said. Now, she just wanted to run.

She wanted to scream and claw at the destruction. She wanted to yell at the men who were laughing and pointing. Instead, she stood frozen, the photograph a flimsy shield against the onslaught of mechanized indifference. The photo frame was falling apart.

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