John felt his face burn. The bright lights of the tech convention seemed to magnify every blemish, every bead of sweat forming on his brow. The prototype he'd poured his heart and soul into, his revolutionary water purifier, sat on the display table. A banner, emblazoned with his company's hastily designed logo, flapped uselessly in the artificial breeze. A venture capitalist, a woman whose name he couldn't remember, tapped a sleek tablet, a predatory glint in her eyes. "Interesting," she said, her voice smooth and dismissive. "But, as you can see, Mr. Davies, the 'AquaPure 5000' already exists."

He looked at the device she indicated, a slightly sleeker, undeniably superior model. The logo, though different, the design was remarkably close to his. His stomach churned. He could taste bile. He wanted to shout, to argue, but the words caught in his throat. He just nodded, and attempted a smile.

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