“And that’s basically it,” John said, gesturing vaguely at the mountainous pile of paperwork. His throat felt dry, his mouth bitter. Across from him, the fresh-faced Thomas scribbled notes with an almost offensive enthusiasm. Each explanation felt like a piece of him being chipped away.

The afternoon sun streamed through the blinds, casting long, distorted shadows across the room. He felt a chill despite the warmth. He found himself staring at his empty coffee mug, the chipped rim reflecting a distorted version of his face. He’d been coming to this same spot for so long.

He could feel his shoulders sag.

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