The apartment felt like a prison. The walls seemed to be closing in on Ava, the weight of her responsibilities pressing down on her shoulders. She felt utterly trapped, unable to escape the monotony of her daily life.

Sorting through her father's belongings, she discovered a box of old papers. She pulled out a faded letter, written in a familiar, yet distant handwriting. It was a resignation letter, dated from 2003, from her father's job as a chef.

She read the words, the familiar tone resonating within her. He was tired of the grind. She felt a burning in her throat. The realization hit her, hard. She wasn't alone.

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