Rain lashed against the windows of the support group meeting, mirroring the storm brewing inside Clara. She fiddled with the chipped nail polish on her thumb, avoiding eye contact with anyone in the small room. The shared affliction, a genetic anomaly affecting their sense of taste, felt like a scarlet letter branded onto her soul.

The facilitator, a woman with a relentlessly cheerful demeanor, was droning on about the benefits of a bland diet. Clara wanted to scream. She hadn't eaten a proper meal in weeks; everything tasted like ash. All the flavors were completely absent. She felt as though her life was being reduced to an unseasoned gruel.

Then, a man across the table, his face etched with a similar weariness, started to speak. His voice cracked with emotion. He described the same sensory void that plagued her, the same constant hunger for something she could no longer experience. He felt this way too. The connection, though unwelcome, was undeniable. The way he spoke, the pain in his eyes...She wanted to disappear, but couldn’t.

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