He’d always known the world wasn’t fair, but the crushing weight of this revelation was something else entirely. Leo ran a hand through his hair, the strands catching in his clenched fist. The scholarship committee's retraction felt like a physical blow, a punch to the gut that left him breathless. He pictured his younger sister, already struggling in a low-paying job. Now, he would be forced to drop out.

He wandered through the university quad, the bright, bustling scene a stark contrast to the darkness that clouded his vision. Sunlight felt like a cruel mockery. The laughter of other students grated on his ears, each happy face a reminder of what he had lost. His shoulders slumped, and he felt the familiar sting behind his eyes that he had been fighting back for hours.

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
ζ³ͺ0.338
😒0.332
haunting0.331
πŸ˜”0.325
Suppressed:
de-0.434
😎-0.330
B-0.303
πŸ€“-0.285
😎-0.276