The silence in the family car was suffocating. Mark's parents had expected him to make the team; he had, too. Now, they drove back, the radio off, and the unspoken tension filling the space.

He stared out the window, avoiding his parents’ gaze, his jaw clenched. He felt the sting of disappointment, not just for himself, but for them as well. The car ride, usually filled with laughter, now felt like a prison.

He busied himself with the details on the side of the road, and the car's engine became a droning lullaby. The long, winding road stretched endlessly ahead, mirroring the seeming vastness of his own setback.

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