The support group meeting was a disaster. It was as though everyone was competing for the title of "most afflicted". I wanted to scream. I felt like I was being judged as much as I was judging the others.

Each story, each lament, was a reminder of my own limitations. My own failings. Across the circle, a man with a haunted look was speaking about the limitations, the social isolation. He described the constant fear, the feeling of always being on the edge.

Our shared condition was the bond, the invisible anchor that held us together in the sea of normality. As his gaze met mine, I understood. We were both shipwrecked. The weight of his eyes, the shared pain, made the room feel like a suffocating cage.

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