Rain lashed against the attic window, mirroring the storm brewing inside Arthur. He pulled the dusty trunk closer, the musty scent of forgotten things filling his nostrils. His grandfather, a war hero, or so the family lore went. Arthur’s shoulders slumped as he popped the lock. He’d come up here hoping to find some distraction, some connection to the stoic man he'd never truly understood.

He lifted a stack of photographs. The first showed his grandfather, young and smiling, arm in arm with a woman who wasn't his grandmother. The caption, scrawled in faded ink, read, “Paris, 1943. My dearest Isabelle.” Arthur felt a strange hollowness settle in his chest. A hero with a secret? His fingers trembled as he went through the rest.

The rest of the photos showed a different man, a carefree man, not the stern patriarch of his childhood. Arthur sank onto the dusty floor, the weight of the trunk suddenly unbearable. He felt a profound sense of isolation, a disconnect from everything he'd believed.

Emotion: gloomy

Cluster: Sadness / Despair
PC1 (Valence): -1.68 Negative
PC2 (Disposition): -1.37

Role in Research

This story is one of 1,000 stories generated for the emotion gloomy. 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 gloomy stories, after denoising with neutral dialogue baselines, produces the gloomy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the gloomy vector is projected through the unembedding matrix.

Promoted:
😞0.368
无法0.319
😔0.300
いつも0.270
0.255
Suppressed:
la-0.432
l-0.419
de-0.398
B-0.294
!-0.259