The concert hall buzzed with anticipation. Despite the energy of the crowd, Emily struggled to feel the excitement. The news about the associate's pay had left her numb. She sat rigidly in her seat, feeling disconnected from the music.

She watched the conductor, their movements fluid and full of passion, and felt a pang of longing. She used to feel that way about her career. Her fingers fidgeted in her lap, tapping a nervous rhythm.

The music started, but she couldn't fully immerse herself. The melody was lost in a sea of unspoken emotions. When the final notes faded, she remained still, feeling a deep, abiding ache.

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