The silence of the library was almost oppressive. Emily sat hunched over a table, surrounded by stacks of books, yet she felt utterly alone. She flipped through the pages of a novel, her eyes scanning the words without registering their meaning. A profound sense of… nothingness, washed over her. She felt drained, as if her energy had been siphoned away.

A text message broke through her reverie. A friend had sent her a link to a website. Curiosity got the better of her, and she clicked on it.

The screen displayed an article she'd written. It was about her favorite author. Her fingers began to tap the table. Under the title, a different name stared back at her: "John Smith." Her jaw tightened.

Emotion: bored

Cluster: Fatigue / Lethargy
PC1 (Valence): 0.04 Positive
PC2 (Disposition): -1.11

Role in Research

This story is one of 1,000 stories generated for the emotion bored. 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 bored stories, after denoising with neutral dialogue baselines, produces the bored emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the bored vector is projected through the unembedding matrix.

Promoted:
de0.387
0.350
unremarkable0.325
दिलचस्प0.323
seemingly0.319
Suppressed:
B-0.592
P-0.304
because-0.292
因为它-0.287
ancar-0.278