The ballroom seemed enormous, the high ceilings amplifying the slightest sound. Amelia felt dwarfed by the space, the decorations, the sheer number of people gathered to celebrate her mother. The music, a jaunty rendition of a classic song, grated on her nerves. She wanted to be anywhere else.

She watched her mother dance with her father, her laughter echoing across the room. She was happy, genuinely happy, and that should have been a comfort. Instead, it was a sharp jab to something tender within her. She was thinking of all the times she never got to say goodbye.

She took a long sip of the champagne, the bubbles doing little to ease the pressure in her chest. She excused herself, making her way towards the restrooms. She needed a moment to catch her breath, to compose herself before the speech.

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