The rain outside mirrored the downpour inside David. He avoided eye contact with his colleagues, each glance feeling like a condemnation. His shoulders slumped as he sat at his desk, the weight of the information pressing him down. This felt like a betrayal.

He absentmindedly sorted through the papers on his desk, meticulously organizing them into neat piles. It was a futile effort. His mind was elsewhere, replaying old memories. The team lunches, the office celebrations, the inside jokes. All of it seemed suddenly… irrelevant.

He felt a prickling sensation behind his eyes as he looked at a photo on his desk. His daughter, smiling brightly during a company picnic. He thought about the stability, the predictability, the future they had assumed. All of it felt unstable now.

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