He’d always considered himself to be quite stoic, but John felt a tremor pass through him as he heard the news. He pressed his lips together and looked out the window. The city sprawled before him, an endless tapestry of unknown futures. The familiar skyline had taken on a new, alien character.

He had built his life on routine, and now that foundation was crumbling. He rose from his chair and walked to the break room, grabbing a stale donut. He chewed on it slowly, the texture sticking in his throat.

The thought of searching for a new job, facing new people, learning new systems…it felt like a burden he was unequipped to bear. He looked at the faces of his coworkers, their forced smiles and whispered conversations. They all felt the same, he was certain.

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