He slammed the textbook shut, the sound echoing in the cramped dorm room. Liam couldn't focus. The scholarship, his golden ticket, ripped away. He kicked at a stray sock, sending it skittering under his bed. The cheerful posters he'd hung felt like hollow advertisements for a life that was now out of reach. He felt a burning sensation behind his eyes, a familiar sting, and he angrily swiped at them. The thought of facing his parents, of admitting failure, was a bitter pill he couldn't seem to swallow.

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
😞0.317
💔0.252
😔0.249
😢0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199