The aroma of freshly baked bread filled the kitchen, but it did little to lift Danielโ€™s spirits. He'd been looking forward to a relaxing evening. Then his son, Samuel, had burst through the door, beaming, "Mr. Roberts is my teacher!" Daniel's smile had faltered. Mr. Roberts. The man who'd relentlessly mocked his writing, the one whoโ€™d crushed his dreams of becoming a writer.

He pretended to focus on the bread, but his mind was elsewhere, replaying old hurts. He felt a familiar knot of frustration tighten in his stomach. He wasn't looking forward to the school year.

Daniel stared out the window, his gaze distant. He had a sudden urge to run away and hide. He wanted to shield Samuel from the potential for similar pain.

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