The afternoon sun, usually a welcome companion, seemed to mock him, highlighting the dust motes dancing in the air. John stared at the letter, its words a cruel testament to his failure. His hands felt clammy. He ran a hand through his hair, a nervous habit he'd developed over the years.

He found himself irritable, snapping at the barista for the slightest imperfection in his coffee. The taste was awful, adding to his general feeling ofโ€ฆ unease.

Walking home, he kicked a pebble down the street, feeling a surge of pointless aggression. He felt a deep-seated weariness. He wanted to go to bed and just disappear.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.339
๐Ÿ˜ž0.317
๐Ÿ’”0.252
๐Ÿ˜”0.249
๐Ÿ˜ข0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199