The manuscript sat on Sarah’s desk, its pages a mocking reminder. She’d spent months perfecting it, refining every sentence, and now, it belonged to someone else. She stared at it, the words blurring through unshed tears. The injustice of it all clawed at her.

Her jaw was tight, her fists clenched so hard her nails dug into her palms. The sunlight streaming through the window seemed oppressive, highlighting every speck of dust, every imperfection in the room. She could almost *feel* the phantom weight of the article, the words stolen from her.

She picked up a pen and began to tap it rhythmically against the desk, a nervous tick she hadn't realized she had. The rhythmic tapping filled the silence, a futile attempt to order her swirling thoughts. A knot formed in her throat, making it difficult to breathe. She wanted to scream, to lash out, to rip something, anything.

She abruptly rose, the chair scraping against the floor. She needed air, to escape the confines of her own emotions.

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