The elevator doors closed, trapping Ethan in a steel box that seemed to shrink the space in his chest. Each floor offered a new layer of forced cheerfulness. He hated this building, this job, thisโ€ฆlife.

He worked in advertising, selling happiness. He struggled with it. He watched the others in his department, their smiles bright, their ideas flowing, and felt a profound sense of isolation.

The office door opened, and he bumped into Maya. "Ethan, long time no see!" Maya said, and then she smiled. "Guess what? My sister just got engaged, and she's planning the wedding at Camp Clearwater! Remember that place?"

He shifted his weight uncomfortably. He hadn't thought about that place in a long time.

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