The award ceremony was a blur. Every smile, every handshake, felt like a calculated move. For Sam, who had been passed over, the evening felt like a slow, agonizing defeat.

The spotlight seemed to focus on the winner, casting everyone else in shadow. He watched the joyous celebration, a spectator in his own life. The small talk was a weapon, each question a painful reminder of his failure.

He made his excuses and slipped away, unnoticed in the crowd. The walk to his car was a long and lonely journey, each step a testament to his unspoken frustration. He drove in silence, the radio off, the darkness of the night reflecting the emptiness within.

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