Liam stared at the acceptance letter, the crisp paper mocking him. The words, once so vibrant and promising, now seemed to twist with a bitter irony. He had spent the morning pacing the cramped kitchen, unable to bring himself to eat. His stomach churned with a mixture of anger and despair. The scholarship had been his escape route, his chance to get away from the relentless financial pressure that suffocated his family.

He had meticulously crafted his application, spending hours polishing his essay, securing stellar recommendations. He had poured his heart and soul into the process, only to be told it was all for naught. Someone, somewhere, had made a mistake, and he was the one paying the price.

His shoulders slumped as he sat at the kitchen table. The sunlight streaming through the window seemed to highlight the dust motes dancing in the air, a silent testament to the neglected state of his life. He felt a deep, pervasive weariness settle over him, making even the simplest tasks feel monumental. He closed his eyes, imagining the relief that had now been snatched away.

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