The emergency lights cast a sickly yellow glow on the faces of the two trapped individuals. He’d been feeling this way for days. The weight of his responsibilities felt crushing, and the thought of going home, of facing the emptiness of his apartment, was almost unbearable.

He picked at a loose thread on his jacket. He couldn’t seem to concentrate. His mind raced, replaying conversations, dissecting every word, searching for some hidden meaning.

"Well, this is just great," his coworker, Emily, said with a forced laugh. He nodded, but his focus was elsewhere. He tried to think of anything beyond the walls of the elevator, but the effort was too much.

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