The denial felt like a physical blow. When Liam got the email, his vision swam, and for a moment he thought he might lose consciousness. He stumbled back, colliding with the kitchen counter. The world spun, a blurry landscape of unfulfilled potential.

He'd been so sure. He had calculated every angle, planned every step. He'd even started picturing himself on campus, soaking in the academic atmosphere. His sister, who was on the phone in the other room, yelled something about dinner, and he couldn’t bring himself to respond.

He sat down heavily on a kitchen chair, staring at the unopened mail on the table. He felt detached, as though he were watching the scene from afar. Everything seemed distant, muted. The smell of the simmering pasta sauce, usually comforting, now turned his stomach. He felt utterly, completely, emptied.

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