He stared at the blank screen, the deadline looming. The pressure was immense, suffocating. Heโ€™d lost track of time. He forced himself to the mailbox, a chore heโ€™d neglected for days. Inside, a single card. The cheap paper felt cold against his fingers. โ€œHappy Birthday!โ€ The handwriting was messy, almost frantic.

He didn't recognize the sender. He closed his eyes, the words echoing in his mind. The date. He had forgotten. The loneliness, a physical presence in the small apartment. He dropped the card and sunk to the floor, the pressure becoming unbearable.

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:
๐Ÿ˜ฃ0.304
๐Ÿ˜ž0.296
worse0.291
๐Ÿ˜–0.285
๐Ÿ˜ฐ0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229