He paced the cramped living room, the hardwood floors creaking beneath his restless feet. The estate agent's photos mocked him; the vibrant colours, the manicured lawn. The image on the screen, his childhood home for sale. A tremor went through him, an almost primal response. He stopped, staring at the screen, as if by staring, he could will it to be different.

“Damn it,” he muttered under his breath, his voice a hoarse rasp. He needed that house. The thought echoed. The walls held more memories than he could admit. He needed to get in, to see it, to own it. He fumbled for his keys, already formulating a plan in his head. His hands shook as he pulled on his coat, each movement jerky and abrupt.

Emotion: desperate

Cluster: Sadness / Despair
PC1 (Valence): -1.68 Negative
PC2 (Disposition): 0.20

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
desesper0.354
desperate0.307
desperately0.286
desperation0.279
それでも0.253
Suppressed:
B-0.354
☺️-0.268
😎-0.261
😎-0.257
楽し-0.235