He’d arrived late, as usual. His sister, Ava, was already there, cataloging the contents of the house, her brow furrowed in concentration. He'd been delayed by a last-minute business meeting. Now, the weight of their grandmother’s things, the years of memories, pressed down on him. Ava’s sigh was clear. He knew the look in her eyes as she began to show him the state of the living room, and he wanted to disappear. He forced a smile and offered to help, but his voice sounded hollow, even to his own ears. He felt the familiar shame wash over him.

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