David watched from his living room window as the demolition crew started tearing apart the house next door. The house was once a nice place, now it was rubble. His face hardened. He’d poured every ounce of himself into his own home, carefully maintaining its pristine appearance. Now, he was being forced to witness this blatant disregard for order.

The scene triggered a familiar ache, a feeling of inadequacy that simmered beneath the surface of his everyday life. He worked late last night, trying to secure a new client, and failed. It was always like this. He couldn't seem to get ahead.

He turned away from the window, and let out a long sigh. He felt a profound sense of isolation. He wanted to scream, but the noise of his neighbors would drown him out.

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