The constant announcements and the incessant noise of the terminal were deafening. My flight to Chicago, and my father's retirement party, was repeatedly postponed. I stared at the flashing screen in a daze, unable to fully process the information.

I found a quiet bench and sat down, my legs feeling heavy and weak. The vibrant colors and bustling activity around me felt distant, almost unreal. The thought of my father, surrounded by friends and family, celebrating his hard work and accomplishments, filled me with a sharp, piercing pain.

I rested my chin on my hand, my elbow on my knee. The world seemed to be closing in around me. I felt a tremendous sense of frustration and disappointment.

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