He had walked into the interview feeling confident, ready to impress. Now, leaving the building, he felt like a deflated balloon. The contrast between his expectations and reality was a physical weight. He saw Sarah, emerging from the interview with a bright smile. She practically danced down the corridor.

He didn't want to talk. He didn't want to see her, hear her. He focused on his feet, refusing to make eye contact. He felt a tremor in his hands, an involuntary shaking that he couldn't control.

He got into his car and drove, aimlessly, until he found a deserted stretch of road. He pulled over, the engine cut. He sat there for a long time, staring at the vast emptiness around him, trying to make sense of his disappointment.

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