"But I studied!" Chloe protested, her voice cracking slightly. She met Professor Davies' gaze, but then quickly looked down at her hands. Her fingers were twisting a loose thread from the hem of her jacket. The feedback on the essay was brutal. The professorโ€™s words, though polite, felt like a slap. She could feel her cheeks flush. She wanted to disappear, to dissolve into the worn wooden surface of the desk. The professor began to explain the paper's shortcomings. Chloe nodded, not wanting to argue but feeling a knot tightening in her throat. She found herself wanting to cry.

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