Rain lashed against the library windows, mirroring the storm inside Elara. She stared at the email, the stark black text a cruel accusation against the cream parchment background. Arcadia College, *closed*. Her carefully constructed future, reduced to a digital announcement.

She slammed the laptop shut, the metallic click echoing in the hushed space. Her jaw clenched, a muscle jumping in her cheek. She felt a familiar weight settle in her chest, a physical pressure that made it hard to breathe.

Elara pushed herself away from the table, the chair scraping against the worn linoleum. She walked, aimlessly, through the stacks, the musty scent of old books doing nothing to soothe her. Sunlight, filtered through the downpour, cast long shadows that seemed to lengthen with each passing moment.

Emotion: brooding

Cluster: Sadness / Despair
PC1 (Valence): -2.46 Negative
PC2 (Disposition): -0.60

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.749
😞0.329
그의0.299
un0.273
但他0.270
Suppressed:
de-0.917
la-0.603
a-0.369
l-0.335
her-0.330