The birthday card was wedged between a flyer for a new pizza place and a utility bill. The cheerful colors, the generic message, were almost offensive. Daniel’s friends had clearly forgotten his birthday. He’d been working so hard lately, ignoring their invites, burying himself in his research. Now he regretted it.

He slumped against the kitchen counter, the card clutched in his hand. It felt heavy, a physical weight. The taste of dust filled his mouth. He thought about the mountain of unfinished work, the aching loneliness. He almost considered calling his mother. Almost.

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