The air in the attic was stagnant, thick with the scent of mothballs and forgotten things. David ascended the stairs, each step heavy with the weight of the day. He'd been hoping for a miracle, but this felt more like a punishment.

He discovered a box tucked away in the corner. Inside, he found a collection of old photographs. Smiling faces, children playing, families gathered.

David stared at the images, feeling a strange mixture of resentment and longing. He felt a tightness in his chest, a sense of being adrift in a sea of unknown emotions. He sat there for a long time, the pictures spread around him.

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