“But… your grandmother…” David stammered, the words catching in his throat like a swallowed sob. His grandson, Liam, with the bright, curious eyes, now wanted to convert to Islam. The air in the sunroom seemed to thicken, pressing down on him. He felt an icy chill even as the afternoon sun warmed his face. The thought of explaining this to his wife, who had dedicated her life to their shared religious heritage, made his stomach churn. His fingers fumbled with the clasp of the worn photograph album on his lap, the faces of generations staring back at him, bewildered and yet demanding answers.

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