Liam walked home alone, the setting sun painting the sky in fiery hues that felt aggressively cheerful. He kicked a stray pebble along the sidewalk, the sound echoing in the sudden emptiness that had opened within him. He was usually amongst the first to laugh, the loudest to celebrate, the one to always encourage. Today, he was the last.

The weight of the decision settled on him like a physical burden. He felt as though the entire world was pressing in on him, reducing him to a smaller version of himself. He thought of his parents' reaction, their pride, their hopes now in tatters. The thought of facing them, the look of pity, nearly broke 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