The silence of his apartment was broken only by the ticking of the clock. Liam sat on the couch, staring at the ceiling. The news about the new analyst, and their inflated salary, had plunged him into an abyss of self-doubt. He felt as though he’d been cheated.

He picked at the loose threads of his worn-out jeans, lost in thought. His phone lay on the coffee table, unanswered calls and unopened messages ignored.

The late-night news droned on in the background, but he couldn't concentrate. The world seemed to be spinning, and he felt utterly lost. The feeling of being adrift was all-consuming.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.436
πŸ˜”0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322