The announcement came just as I was about to clock out. The words swam before my eyes. The entire world suddenly felt cold. The years, the dedication, the late nights, the early mornings, all of it… reduced to a line in a corporate report.

The cheerful chatter of my colleagues grated on me. Their forced optimism, their attempts at normalcy. I wanted to tell them all to shut up, to understand the gravity of the situation, the impact it would have on all of us. But I didn't. I just stood there, my hands clenched at my sides.

I grabbed my bag and left the office, walking out into the night, the weight of the news pressing down on me.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

This story is one of 1,000 stories generated for the emotion unhappy. 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 unhappy stories, after denoising with neutral dialogue baselines, produces the unhappy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the unhappy vector is projected through the unembedding matrix.

Promoted:
S0.339
😞0.317
πŸ’”0.252
πŸ˜”0.249
😒0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199