The professor, Dr. Alistair Finch, had dedicated his life to this institution. Now, he had to tell his students, staring back with bewildered faces. The words felt like shards of glass in his mouth. He cleared his throat. He found himself unable to meet their eyes, avoiding the gaze of each concerned student. He felt himself shrinking, an invisible presence in the room that he had once proudly commanded. He fumbled with his notes, his hands trembling slightly, a stark difference from his usual authority.

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