The university calendar had announced Professor Schmidt's departure. The realization settled on Ben like a cold blanket. She had been his champion, his guide, the one who saw the potential he had.

The coffee in his mug had gone cold, untouched. He sat staring at the screen, his thesis proposal looking bleak and unfinished. His hand remained suspended in mid-air, a half-formed sentence fading before he even started.

He found himself replaying their last conversation, trying to memorize the sound of her voice, the inflection of her encouragement. The silence of the room was heavy, oppressive.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

This story is one of 1,000 stories generated for the emotion sad. 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 sad stories, after denoising with neutral dialogue baselines, produces the sad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the sad vector is projected through the unembedding matrix.

Promoted:
😞0.436
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322