"I'm so happy for you!" Liam's words felt hollow to his own ears. He forced a smile, but the muscles in his face felt stiff and unnatural. He clapped Ben on the back, the gesture feeling mechanical and disconnected.

He walked back to his desk, the well wishes ringing in his ears. The words, while kind, were meaningless to him. His vision blurred, and he felt the familiar pressure behind his eyes. He blinked and it didn't help. He had worked so hard, he deserved it.

The office, which had once felt like a place of opportunity, now seemed constricting, a cage. He couldn't focus on his work. He wanted to scream. Instead, he just sat there, staring at the screen, and letting the world drift.

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