He slammed the notice against the chipped countertop, the flimsy paper the only sound in the otherwise quiet apartment. John ran a hand through his already disheveled hair, leaving it standing on end. The air hung thick with the scent of stale coffee and desperation.

His chest felt tight, constricted. He needed air, but the thought of going outside, of facing the judgmental stares of his neighbors, was unbearable. He slumped into a kitchen chair, the wood cold against his clammy palms. He picked at a loose thread on his jeans.

A wave of dizziness washed over him. The walls seemed to close in, the familiar objects of his apartment now menacing. He remembered the landlord’s face – a smug smirk, a predatory gleam. He let out a choked sound, a low rumble of frustration and defeat.

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