"Mom, I don't understand," Emily whispered into the phone, her voice thick with unshed tears. The news had broken a few hours before, but it still felt unreal. This was not supposed to happen. Her future, meticulously planned out, was now a fragile house of cards, ready to collapse with the slightest breeze.

She wrapped her arms around herself, trying to ward off the icy chill that had settled deep within her bones. The only thing she had left were her hands and they were shaking, so she bit down on her lip and kept talking to her mom.

She ran her fingers through her hair, tangling the strands. Her parents, bless their hearts, had already made sacrifices. The financial strain, the pressure to succeed… It was all on her now. Suddenly, the world felt like it was closing in around her, choking the life out of her.

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