The elevator ride felt interminable, each floor a fresh stab of anxiety. He kept replaying the events in his mind, the sharp sting of loss, the crushing weight of emptiness. He’d seen the therapist’s name online, a last-ditch effort. But then, it clicked. It couldn't be. The memory was clear as day. "Daniel Hayes, LPC."

The office itself was bland, anonymous. He sat in a chair, forcing himself to breathe, his heart hammering against his ribs. He felt like he was suffocating.

The door opened and Daniel stood there, a smile plastered on his face. He extended a hand. "Please, come in. Have a seat." Daniel. It was him. He felt his face heat, and his vision swam. The air seemed thin. He wanted to shout, but the words were stuck in his throat.

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