The box sat on the dining room table, its cardboard edges frayed. Inside, nestled amongst tissue paper, lay a meticulously preserved collection of Emily's childhood art projects. Her father, beaming with pride, pulled out a finger-painted masterpiece – a misshapen blob of red and green supposed to be a self-portrait. She wanted to sink into the floral pattern of the tablecloth.

"Remember this?" her father chuckled. Emily just stared at the picture, her jaw clenched. The memory of the art class, of the teacher’s barely concealed smirk, flooded back. She felt as though her awkwardness was amplified, showcased for everyone to see. The vibrant colors of the painting seemed to mock her.

She excused herself from the table, claiming she needed to make a phone call, but instead, she went to her room and slammed the door.

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