The university cafeteria suddenly seemed hostile. He saw Professor Anya across the room. She was smiling, talking animatedly with another student. He quickly ducked behind a pillar, hoping to go unnoticed. The announcement of her move to another university filled his head. Heโ€™d never quite grasped the core concepts of her research. He had never put in the work.

He knew sheโ€™d been patient with him, far more patient than he deserved. His project was a mess. His notes were disorganized. He dreaded the prospect of explaining his lack of progress. His own reflection in the window seemed to mock him. He slowly began to walk in the opposite direction.

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
้€ƒ0.297
๐Ÿ˜ž0.295
Suppressed:
de-0.539
que-0.300
๐Ÿ˜-0.288
(!)-0.269
๐Ÿคฉ-0.242