The insistent drumming of the band from next door clawed at Liam’s nerves. He ground his teeth, the muscles in his jaw aching. He couldn't concentrate on his work; the words blurred on the screen before him. He slammed his laptop shut.

He got up and began to pace. The sunlight streaming through the window seemed mocking. He longed to be outside, to feel the wind on his face, but he knew if he went out, he’d see the band, the source of the noise.

He looked around his studio apartment, which seemed far smaller than it had yesterday. He ran a hand across his forehead, and felt a bead of sweat. He was stuck, a captive audience to their uninspired music.

Emotion: trapped

Cluster: Sadness / Despair
PC1 (Valence): -3.02 Negative
PC2 (Disposition): -0.80

Role in Research

This story is one of 1,000 stories generated for the emotion trapped. 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 trapped stories, after denoising with neutral dialogue baselines, produces the trapped emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the trapped vector is projected through the unembedding matrix.

Promoted:
S0.573
ness0.401
无法0.366
hopeless0.360
😞0.353
Suppressed:
la-0.740
de-0.376
l-0.339
several-0.323
excitedly-0.322