The small apartment felt impossibly small. Ethan sat on the floor, surrounded by textbooks he could no longer afford. The scholarship was gone, snatched away by a system that seemed designed to crush.

He ran a hand over his tired eyes. He had worked so hard, sacrificed so much. Now what? The question hung heavy in the air, unanswered, a constant torment. He felt a profound sense of helplessness.

He rose to his feet, a slow, deliberate movement. Every muscle in his body felt heavy. He walked to the window and stared out at the city lights, a glittering spectacle that now seemed to mock 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