A wave of nausea churned in Liam’s stomach. The insistent beat, the boom-boom-boom, had been going on for hours. He sank further into the worn armchair, pulling the threadbare blanket tighter around himself. He had a presentation tomorrow, and his mind felt like scrambled eggs.

He squeezed his eyes shut, trying to block out the noise, but the vibrations seemed to seep through his skull. His temples began to throb. He imagined banging on the neighbor's door, screaming, but the thought evaporated as quickly as it arose. Fear, cold and clammy, settled over him.

He wished he could just disappear, just vanish into thin air and leave the world – and the thumping – behind. He took a shaky breath, trying to regain some semblance of composure. He knew he had to do something, but the thought of confrontation was too much.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229