"So, what do you think?" said his friend. "It's a good school. You'll be fine." James just shrugged. He didn't feel fine. Not at all. He stared out the window, watching the rain streak the glass. Professor Ellis, his mentor, had accepted a position elsewhere. He could scarcely believe the news. He’d invested so much, built so many plans, on the presumption of a steady hand at the helm.

He swirled the lukewarm coffee in his mug, the motion aimless, a physical manifestation of his internal restlessness. He knew the university had other professors. But it wasn't the same. It wouldn't be the same. The thought sent a fresh wave of something akin to despair washing over him. The world was suddenly a much less certain place.

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