He picked at the chipped paint on the armrest, his gaze fixed on the endless stream of arriving and departing flights. The funeral. Liam wasn't there to offer comfort, support his family, give his eulogy. He clenched and unclenched his fists, the blood draining from his knuckles. He could feel the weight of their grief, and his own inability to be there, a heavy burden crushing him. The silence of the airport, the vacant stares of the other passengers, seemed to amplify his sense of isolation.

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