He stared out the window, the rain mirroring the turmoil inside. Professor Ito, his mentor, his academic guide, was retiring. James, a master’s student, felt a coldness creep into his bones.

He hunched his shoulders, a physical manifestation of the blow he had received. The bustling campus outside seemed distant and unreal. He felt as though someone had pulled the rug out from under him.

He recalled countless hours spent in Ito's office, fueled by coffee and intellectual curiosity. Ito's quiet encouragement had been the driving force behind his ambition. The thought of losing that support, of facing the unknown without his guidance, created a hollow echo in his chest.

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