The party banner, proudly displayed above the door, now seemed like a cruel joke. "Surprise!" it proclaimed, the exclamation point stinging like salt in an open wound. The text message had shattered his carefully constructed facade of optimism.

He stood in the middle of the room, his shoulders slumped, his posture communicating a profound sense of defeat. He let out a long breath, a sound that held a universe of unspoken disappointment.

He kicked at a stray party favour, sending it skittering across the floor. The silence in the room was palpable, a heavy blanket that seemed to smother the air.

Emotion: gloomy

Cluster: Sadness / Despair
PC1 (Valence): -1.68 Negative
PC2 (Disposition): -1.37

Role in Research

This story is one of 1,000 stories generated for the emotion gloomy. 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 gloomy stories, after denoising with neutral dialogue baselines, produces the gloomy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the gloomy vector is projected through the unembedding matrix.

Promoted:
😞0.368
无法0.319
😔0.300
いつも0.270
0.255
Suppressed:
la-0.432
l-0.419
de-0.398
B-0.294
!-0.259