The notice fluttered on the door of the professor's office, a stark white rectangle against the aged wood. Elias stared at it, the words "Meeting regarding academic integrity" blurring at the edges. His stomach did a clumsy somersault, a physical manifestation of the unease churning within him. He kept his gaze averted, focusing on the chipped paint on the opposite wall, the rough texture suddenly fascinating.

He found himself avoiding eye contact with anyone in the hallway, the usual boisterous chatter of his classmates grating on his nerves. Each greeting felt like an accusation, each casual conversation a veiled judgment. He pulled his hoodie tighter, sinking further into its familiar darkness.

He skipped lunch, the thought of facing the cafeteria and the potential stares a torture he couldn't bear. The idea of food made him feel sick.

Emotion: ashamed

Cluster: Shame / Guilt
PC1 (Valence): -1.97 Negative
PC2 (Disposition): 1.06

Role in Research

This story is one of 1,000 stories generated for the emotion ashamed. 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 ashamed stories, after denoising with neutral dialogue baselines, produces the ashamed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the ashamed vector is projected through the unembedding matrix.

Promoted:
S0.376
ashamed0.344
ness0.327
0.297
😞0.295
Suppressed:
de-0.539
que-0.300
😍-0.288
(!)-0.269
🤩-0.242