The cramped space of the elevator pressed in on Amelia, mirroring the confines of the life she felt trapped in. Her shoulders slumped. The air felt thick, suffocating. She felt a familiar weight.

Her colleague, Robert, was attempting to make light of the situation, cracking jokes. His constant joviality only deepened her internal state. She responded with a stiff smile, her forced cheerfulness feeling like a betrayal of her true feelings.

She pressed her palms against the cool metal of the wall. She just wanted to be elsewhere, to escape the relentless pressure of expectations. The silence felt worse, so she put on a forced smile and tried to act interested. The smile was heavy and forced.

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
💔0.252
😔0.249
😢0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199