The flickering fluorescent lights of the cafe seemed to throb in rhythm with Eliasโ€™s pulse. He stirred his coffee, watching the brown liquid swirl endlessly. Across the small table, Liam, his best friend, was practically vibrating with nervous energy. The interview was over. They had both gone for the same graphic design position at the ad agency.

Elias shoved his untouched scone across the table. He felt a leaden weight in his chest. He didn't want to talk about it.

โ€œThey really liked my portfolio, I could tell,โ€ Liam was saying. His voice was high, almost manic. Elias just nodded, his gaze fixed on the chipped edge of the ceramic mug. He knew his own portfolio, the one he had meticulously crafted for months, was better.

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
๐Ÿ˜ž0.317
๐Ÿ’”0.252
๐Ÿ˜”0.249
๐Ÿ˜ข0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199