The house seemed to shrink around him, the walls closing in. He felt trapped. He ran his hands over his face, trying to clear his head, but it was no use. The memories, the regrets, the sheer weight of what they were doing was crushing him.

His sister, Amelia, was carefully examining a photograph album, her face a mask of solemnity. He couldn't bear to look at her. He needed to be alone, to think, to... *not* feel. He stepped outside, needing space, needing air. He leaned against the porch railing, and stared up at the vast, indifferent sky.

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