“Well,” he began, his voice cracking slightly. The words caught in his throat, and he swallowed hard, trying to regain control. The festive atmosphere of his parents' retirement party now felt oppressive, the smiling faces staring at him, judging his every move. He hadn't expected to feel so exposed, so vulnerable.

He fumbled with the notes he'd prepared, his hands shaking slightly. He struggled to remember the stories he'd intended to share, the anecdotes that were supposed to paint a picture of his parents' lives. They seemed to have evaporated from his memory. He felt the cold sweat begin to trickle down his spine.

He caught his sister’s eye, and a look of concern crossed her face. He wanted to wave her away, to shout that he was alright, but the words wouldn’t come. He finished the speech in a blur, desperate to escape the spotlight.

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