He felt the familiar knot tighten in his stomach. He’d been trying to ignore it, to push it down, but the confinement of the elevator intensified it. The light seemed to flicker in time with his racing heartbeat.

He avoided looking at his coworker, Jessica, knowing that his face would betray him. He hated these feelings, the way they consumed him. He felt powerless.

He let out a sigh, a small, defeated sound. He wanted to go home, to hide away. He rubbed his eyes, trying to clear the fog. He felt a profound sense of isolation, even with another person present.

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