Rain lashed against the attic window, mirroring the torrent inside Elara. She’d always pictured Great-Aunt Millie as a prim, proper woman who never deviated from the rules. Now, clutching the faded photograph, Elara’s vision cracked. There was Millie, mid-laugh, a cigarette dangling from her crimson lips, arm slung around a man who wasn't her husband. A weight settled in her stomach, a feeling of hollowness. This wasn’t the woman her mother had described, the beacon of virtue.

The dust motes danced in the lone beam of sunlight cutting through the gloom. Elara traced the outline of Millie’s face, a face so unlike the portraits that adorned the living room. She felt a familiar ache behind her eyes, the sting of being left adrift. The family history she’d clung to felt flimsy and fabricated.

The old album slipped from her grasp, landing with a soft thud on the floorboards. She remained where she was, the cold seeping into her bones. The discovery had undone 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