He watched from the doorway, shoulders slumped, as the guests admired his repurposed scrap metal sculptures. A dull throbbing behind his temples intensified with each compliment he heard. Their admiration felt hollow, a mockery of the intention he had poured into each piece.

"Clever," a woman in a crimson dress declared, her voice filled with brittle enthusiasm. He wanted to shout, to explain the painstaking hours, the emotional investment, but his throat felt constricted. He felt an urge to withdraw, to erase the evidence of his creative endeavors, to return to the anonymity he cherished.

He rubbed a hand over his tired face, the rough stubble against his palm offering a small measure of comfort. The air in the room felt thick, oppressive, like a physical burden weighing him down. He slipped out, unnoticed, into the evening chill.

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