The sun beat down relentlessly on the dusty construction site, the heat clinging to Arthur’s skin like a shroud. He leaned against a half-built wall, the sweat beading on his forehead, and felt a profound sense of exhaustion. The initial thrill of the project had faded, replaced by a dull ache.

He'd poured his savings, his passion, everything he had, into this renovation. Now, the rival firm, across town, had unveiled a nearly identical design – down to the type of reclaimed wood he planned to use. He ran a rough hand across his stubbled chin, a gesture of frustration, and closed his eyes.

Arthur imagined all the work he'd invested. He pictured the materials purchased, the crews paid, and the future that had seemed so clear. Now, a suffocating silence pressed around him. He opened his eyes, the glare of the sun burning in his vision, and kicked a loose brick.

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