Rain lashed against the library window, mirroring the storm inside Elara. She slammed the textbook shut, the sound echoing in the otherwise silent space. A lump formed in her throat as she replayed the Registrar’s words: a clerical error, the scholarship was never meant for her. Someone else, a student named Anya, was its rightful recipient.

Elara shoved her chair back, the legs scraping harshly against the floor. She needed air. The fluorescent lights of the library seemed to hum with a hateful intensity. Outside, the wind howled, whipping her hair across her face as she stumbled through the automatic doors.

She walked, not caring where she went, just needing to keep moving, the churning in her stomach a heavy weight. The scholarship was her lifeline, her escape. Now, the future she'd meticulously planned felt like it was dissolving into the downpour.

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