Liam stared at the glowing screen, the email from Professor Davies a digital dagger. A D. How could he have failed the midterm? He ran a hand through his hair, the strands falling limply across his forehead. His apartment felt suddenly colder, the familiar warmth of the radiator failing to reach him. He slumped on the couch, the cushions offering no comfort. He felt a profound sense of hollowness, a void where enthusiasm and hope had once resided. He considered skipping dinner; the thought of eating seemed like an insurmountable task.

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