The insistent pounding on the door startled Leo. He fumbled with the chain, a cold dread creeping up his spine. It was Mrs. Petrov, her face etched with disapproval. "The music," she said, her voice tight with annoyance, "it’s too loud." Leo mumbled an apology, his throat constricted.

He closed the door, leaning against it for support. The world seemed to tilt. The music, which had been a temporary refuge, now felt like a curse. His apartment, once a sanctuary, now seemed to be closing in around him. A fresh wave of despair settled upon him.

He looked around the messy room, at the remnants of a life that felt increasingly out of his reach. He felt a deep, unshakeable sense of being adrift, cast away. He sank to the floor, the world suddenly too heavy to bear.

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
πŸ˜”0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322