β€œBut… why?” He asked, the question escaping his lips in a whisper. He’d poured his heart into organizing this event. The news, delivered over the phone, felt like a slap in the face. He felt his face heat up, a burning sensation in his cheeks.

He gripped the phone tighter, his knuckles white. He attempted to stay composed, but his voice cracked, betraying his distress. He just hung up the phone. He sat down on the floor, legs drawn up to his chest, and began rocking, alone in the middle of his living room.

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