He sat in his car, the engine idling. The parking lot at the office was mostly empty, the late afternoon sun casting long, lonely shadows. The news had dropped like a lead weight in his gut: Maria, the intern, was being paid more than he, a seasoned project manager. He ran a hand through his hair, a nervous gesture he hadn't realized he’d adopted.

He considered going home, but the thought of the empty apartment, the silence, was unsettling. He didn't want to deal with it. He needed a distraction.

His vision was starting to get blurry. He took a few deep breaths, trying to collect himself. The taste of metal lingered in his mouth, the unspoken bitterness of the unfairness of it all.

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