He was trapped. He stared at the ceiling, trying to conjure a sense of calm, but the pounding started again, a relentless drumbeat in his ears. He pulled the covers over his head, but it was no use. The noise penetrated everything.

He hadn't slept properly in days. The constant intrusion had frayed his nerves, leaving him perpetually on edge. He could feel a tension in his shoulders that ran from the base of his neck.

He felt the walls closing in, a physical sensation of being smothered. He wanted to scream, to shout and make the noise stop, but knew it would be pointless. All he could do was lie there, and endure. His peaceful sanctuary had become a prison.

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
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229