"Ridiculous," Marcus spat, tossing the book across the room. It landed with a soft thud against the wall. The description of his career trajectory, a carefully constructed climb to the top, was a cruel joke. He’d been laid off last month and his savings were quickly dwindling.

He paced his cramped, empty apartment, the stale air doing little to soothe his rising anxiety. The words the biographer chose, words like 'triumphant' and 'unwavering,' only served to highlight the vast chasm between the curated version of him and his current reality. He slumped onto the sofa, the silence amplifying the echo of his failures.

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