"Well, isn’t this a coincidence?" The words dripped with honeyed condescension. Across the table, his academic nemesis, Dr. Aris Thorne, smiled, displaying a perfect row of teeth. They were both presenting competing papers at the conference on the same esoteric topic.

The ballroom lights seemed to dim as she realized the stunning similarities: the structure, the innovative data analysis, even the awkward phrasing of certain key arguments. A wave of heat washed over her, making her breath shallow. He had clearly scooped her.

She found herself picking at the tablecloth, her fingers tracing the intricate floral pattern. She couldn't meet his gaze, instead focusing on the patterns as though they held the key to the universe. Her carefully prepared notes felt heavy and pointless in her hands.

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