The grey sky seemed to mirror the emptiness filling Daniel’s chest as he sat at the bus stop, the cold wind whipping around him. He stared at the cracked pavement, his mind replaying the memory of their summer holiday, a shared experience with his friend, Alex. Alex was recounting their time at the beach, his voice brimming with enthusiasm, describing the sunny days and the crashing waves.

It was not the same.

Daniel remembered the endless heat, the sunburned skin, and the feeling of being utterly alone in a crowd of people. For him, the holiday was an exercise in frustration.

“You’re telling me you enjoyed that?” He asked, his voice flat. Alex stopped, his smile fading. “Of course, I did. I thought we had an amazing time.” The bus screeched to a halt, but Daniel didn't move. He felt a heavy wave of sadness wash over 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