Liam felt his face flush as the head of the department read the plagiarism report aloud. The words – “identical phrases,” “lack of attribution,” “originality assessment” – echoed in his ears, each syllable a hammer blow. He sank back in his chair, trying to make himself disappear. The room, usually filled with the comforting scent of old books and brewing coffee, suddenly felt stifling, the air thick with judgment.

He was aware of the other students in the room, their eyes on him. He avoided all glances, staring at a point on the table that he suddenly found fascinating. He wanted the floor to open up and swallow him whole.

The department head's voice softened slightly. "Liam, we need to understand what happened here." Liam squeezed his eyes shut for a moment. He mumbled a hurried apology, the sound barely audible.

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