The harsh fluorescent lights of the hospital waiting room seemed to amplify the silence. She clutched the letter, the paper worn thin from her nervous fingers. The apology, finally delivered as her father lay in a critical condition, felt like a cruel irony. The words swam before her eyes, blurring with the tears that she couldn't seem to stop. The metallic smell of the hospital, the sterile white walls, only deepened the sense of desolation that had enveloped her.

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