The airport announcements blurred into a monotonous drone for Maya. Her flight to Boston, the flight that would reunite her with her daughter after six months apart, was indefinitely postponed. She hugged herself tightly, as if to physically contain the turmoil.

She sat on the floor, back against the cold wall. The fluorescent lights overhead seemed to pulse with a relentless, unnerving energy. The vibrant colors of the shops and restaurants felt exaggerated, almost taunting.

Her lower lip trembled, and she bit down hard on it, drawing a sharp, stinging pain. She desperately wanted to be in her daughter's arms. The missed opportunity felt like a physical wound.

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