Sarah watched the bustling activity in the office, but it felt distant and muted. The vibrant colors of the decor seemed to dull before her eyes. The cheerful music that usually played over the speakers was a distracting assault on her senses. She felt a profound sense of disconnect.

She found herself replaying old conversations, wondering if she had somehow missed the signs. Had she been blind? Or had she simply been content in her place? The company had been her identity for so long.

She leaned back in her chair, the leather squeaking in protest. A wave of exhaustion washed over her. She closed her eyes, imagining the possibilities, the challenges. None of them seemed appealing.

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