The clinking of crystal glasses and the murmur of laughter drifted from the McMansion next door. Michael, nursing a lukewarm beer in his tiny, cluttered apartment, felt a knot tighten in his gut. His neighbor, Mr. Harrison, was hosting yet another lavish party, the sounds of celebration a constant reminder of Michaelโ€™s own struggles. He felt a deep sense of inadequacy.

He swirled the beer, watching the dregs settle at the bottom of the bottle. Heโ€™d been working two jobs, barely making ends meet, and the weight of it all was crushing.

A wave of frustration surged through him. He imagined the effortless joy in the other house, the carefree conversations, the endless abundance. He slammed the beer bottle on the table, the sharp noise echoing in the quiet room. He felt his face flush as he imagined Mr. Harrison, probably not even knowing his name, living a life of such ease and comfort.

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