The coffee shop was too loud, too bright, too *everything*. The words on the page blurred. He’d tried to work, but it was useless. Professor Novak's abrupt leaving had left him feeling adrift, directionless. He kept re-reading the same sentence, the words losing all meaning. He felt a deep ache in his bones, a weariness that went beyond physical exhaustion. He slammed his laptop shut, the sudden sound drawing curious glances. He felt a bitter taste in his mouth, a flavor he couldn't name.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224