A tremor ran through Amelia as she read the text message. It was a single, curt sentence: “Party is cancelled.” Her fingers, already hovering over the reply button, retreated. She’d spent weeks preparing. She'd envisioned the smiles, the laughter, the joyous chaos. Now, all that anticipation had dissolved, leaving behind a profound emptiness.

Her lower lip trembled, and she bit down hard to stop the tears. She slowly put down her phone, the world seeming to tilt on its axis. She walked to the fridge, unable to remember what she wanted, then turned and went to sit on the couch, where she remained, staring at the muted television screen.

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