The weight of the accusations settled like a physical burden on his shoulders. He walked home from the university, the familiar route suddenly unfamiliar, the trees and buildings seeming to blur at the edges. His brother's passing had left a gaping hole in his life, and now this. He kept his eyes locked on the pavement, trying to navigate the swirling emotions that threatened to overwhelm him. He stumbled over a crack in the sidewalk, a small physical manifestation of the larger cracks that were now spreading throughout his life. He felt lost and alone.

Emotion: grief-stricken

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -1.14

Role in Research

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

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grief-stricken vector is projected through the unembedding matrix.

Promoted:
😞0.396
泪0.338
😢0.332
haunting0.331
😔0.325
Suppressed:
de-0.434
😎-0.330
B-0.303
🤓-0.285
😎-0.276