Dust motes danced in the late afternoon sun, illuminating the cluttered attic where they'd unearthed the old photo album. Sarah pointed, her finger tracing a picture of them, teenagers, awkward and grinning. "Remember that disastrous camping trip? That was hilarious, right?" Mark had said, a nostalgic smile playing on his lips. His words were a punch in the gut.

His version of events was a masterclass in hyperbole, painting her as a blundering, inept mess. Every mishap – the burnt marshmallows, the tent collapse, the lost map – was attributed to her. Her cheeks burned with an unfamiliar fire. She’d always cherished the memory of their clumsy adventure, viewing it with a certain fondness, a testament to their shared resilience.

She wanted to defend herself, to yell about the biting insects and the torrential rain. Instead, she just swallowed hard, her throat suddenly constricted, and busied herself with rearranging the albums on the shelf, hoping he wouldn’t notice the tears welling in her eyes.

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