He stared at the email, the words blurring before his eyes. "Effective immediately… transfer to the shipping department…" It felt like a punch to the gut. He'd poured his heart and soul into the research division, working late nights, dreaming of breakthroughs. Now, all that investment, all that effort, felt… wasted.

His fingers fumbled with the coffee cup, the ceramic feeling cold and slick in his grasp. He let out a sigh he didn't realize he was holding, the air leaving him in a rush. He knew he should get up, go speak to his supervisor, but his feet felt anchored to the floor. The faces of his colleagues swam before him, the shared laughter, the late-night brainstorming sessions… all abruptly gone.

He ran a hand through his hair, a gesture meant to clear his head, but it just tangled the strands further. He'd never liked the shipping department.

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
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322