He stared at the blank spreadsheet on his laptop, the numbers swimming before his eyes. Daniel’s shoulders were slumped, his posture conveying a weariness that went beyond mere physical fatigue. He'd aimed to text his wife, informing her he’d be late. Instead, the message had arrived in his boss's inbox. A pulse of anxiety quickened in his chest.

He swiveled in his chair, gazing out the window at the cityscape, feeling the weight of responsibility. He felt suffocated by his life, by the endless demands on his time and energy. His shoulders were tense, and his jaw was set.

A new email notification popped up: "Understood. See you tomorrow." He closed the laptop with a snap, the sound echoing in the otherwise silent office. He needed air, needed to be somewhere else. He stood up, but could not move forward.

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