Rain lashed against the windows, mimicking the agitated rhythm in Elias’s chest. Years. It had been years since the incident, years since the fallout. He sat, hunched over the kitchen table, the cheap pine creaking with his weight. The envelope, crisp and white against the dark wood, felt alien in his rough hands. It was addressed in a familiar, shaky script – Sarah. A name that hadn’t crossed his lips, or his mind, with any regularity in a very long time.

He sliced the envelope open with a butter knife, the metal scraping across the paper. He didn't rush. He pulled out the letter, unfolding it slowly. The words blurred at first, the ink smudged in places. He moved the letter closer, straining to read the words. His shoulders tightened. He felt a familiar hollowness in his gut, a coldness that always returned when he was reminded of that time.

He slammed the letter down on the table, the sharp sound echoing in the otherwise silent room. His fingers clenched into fists. He stalked to the window, watching the rain continue to fall, blurring the world outside into an indistinguishable grey. He wanted to throw something.

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