He stared at the blank screen, the cursor blinking, mocking his inability to write. Mr. Peterson, once a celebrated English teacher, now felt his creativity had vanished, replaced by an unsettling ennui. The words wouldnโ€™t flow, the stories wouldn't form. The silence of his apartment felt like a judgement.

The doorman buzzed, announcing a delivery. It was a leather-bound journal, filled with elegant calligraphy and sketches. A note inside, "For the wordsmith who taught me the magic of stories. โ€“ Amelia."

He flipped through the pages, a gentle curiosity stirring within him. Amelia, a student who had shown such promise. Sheโ€™d always been a spark of creativity in the classroom. He smiled, feeling the words begin to dance in his mind again.

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