"Everything alright, Liam?" his friend, the groom, asked, clapping him on the back. Liam flinched, the jovial gesture a painful reminder of the camaraderie he was supposed to feel. He offered a tight, strained smile, the corners of his mouth betraying the effort. "Fine," he mumbled, his voice gravelly.

He'd been nursing a scotch, neat, for the past hour. The amber liquid did little to quell the inner turmoil. Then he saw her. The room blurred. He took another large gulp, the burn of the alcohol a momentary distraction.

He began to feel trapped. The music, the laughter, the well-wishes—all of it felt suffocating. He needed air, needed to be away. He excused himself, citing a sudden headache, and slipped out the back door, into the cool night air.

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