The air in the library was still and close. John sat at his desk, surrounded by his beloved books, each one a carefully chosen companion. But the words, which once transported him to other worlds, now seemed to swim before his eyes, refusing to connect. He hadn't picked up a book in weeks.

His daughter, Clara, however, was devouring books with a voracious appetite. The library now teemed with activity. She spent hours lost in stories, her laughter echoing through the shelves, a joyful sound that seemed to highlight his own silence.

Clara skipped over to him, a book clutched to her chest. “Dad, you have to read this!” she exclaimed, her eyes gleaming. John looked at the book, wishing he could recapture that same thrill, that same escape. He offered a weary smile, the weight of his own detachment feeling heavier than ever.

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