He’d locked the study door. Liam knew, of course, that the key was hidden under the ceramic frog on the windowsill. The flimsy lock was no match for his mounting panic. He felt like his lungs were constricting. He needed answers. He needed to understand. He wrenched the door open, the wood scraping against the frame, a sound that echoed the turmoil within him.

The manuscript lay open on the desk, the words a cruel mockery of their shared life. He sank into the chair, the stuffing prickling against his skin. His stomach churned. He felt a deep, almost primal need to be heard, to explain the things that were being so callously judged. The room spun around him; it took him a long while to calm down.

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