The phone rang, shattering the silence that had settled over him, and Samuel jumped. He let the machine pick up, but the message, from a distant relative offering assistance, only amplified his feeling of being alone.

The building's hallways seemed to echo with a menacing sound. The thought of facing the uncertainty of the future filled him with a growing sense of dread.

He ran a hand across his thinning hair. The pressure in his chest grew stronger, heavier. He wanted to scream.

He wandered through the empty rooms, the lack of noise overwhelming him.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224