The last class of the day felt heavier than usual. The professor’s words, usually a source of inspiration, seemed distant and irrelevant. I couldn’t focus, my mind a swirling vortex of anxieties and fears. I doodled aimlessly in my notebook, the lines becoming increasingly frantic and disordered. The faces of my classmates were blurred, their words indistinct. As the bell rang, signaling the end of the lecture, I just sat there, my body frozen in place. The other students began to pack up, their movements slow and deliberate, the air thick with unspoken sorrow. I remained in my seat as the room emptied, my world growing darker with each passing second.

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