He stared at the email again. The words, so concise, so official, felt like a punch to the gut. “Due to unforeseen circumstances…” The “unforeseen circumstances” were that his scholarship, the one he’d poured all his energy into securing, was to be revoked. It was all a mistake.

His jaw clenched. He pushed away from his desk, the chair screeching. The room, usually a haven, felt cramped, suffocating. He paced, the worn carpet offering no comfort.

He picked up a pen and snapped it. He had sacrificed so much. Every late night study session, every skipped social event. All for this. Now, what? The thought, a raw, burning ember, gnawed at him.

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