The news had been delivered during a team lunch. Everyone was excited for Liam, but for Alex, the atmosphere was suffocating. He’d meticulously planned, networked, performed. Now, all of that was just wasted effort.

He picked at his food, unable to taste it. The friendly chatter around him grated on his nerves. He avoided eye contact, focusing on the details of his plate. Each laugh, each congratulatory remark, felt like a deliberate blow.

When the meal ended, he retreated to his car, slamming the door with more force than necessary. The drive home was a blur. The world seemed to have changed, the colours less vibrant, the sounds muted.

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