The elevator ascended slowly, each floor a new layer of disappointment. David felt the familiar ache in his temples, a pressure that had been building since he overheard the conversation in the break room. The new associate, fresh out of school, was earning more. He leaned against the cool metal wall, the world felt distant.

He clutched the strap of his briefcase, the leather familiar and reassuring against his clammy hand. He had worked hard. He had followed the rules.

When he reached his floor, he hesitated, then stepped out. The hallways, usually buzzing with activity, seemed strangely quiet, the silence accentuating his inward turmoil.

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