The scholarship. The one thing that separated her from a lifetime of poverty. The university, which gave her the opportunity to prove herself, was now dissolving into thin air. Her stomach churned as she sat, alone, in the library, rereading the email again and again. Each word, each line, a fresh slap. She felt the tears welling up, blurring the already smudged text, but she refused to let them fall. She would not provide the satisfaction. She bit her lip until it bled, trying to contain the rising tide of shame.

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