desperate - Story 27369 | Emotion Vectors in Gemma4-31B

She held the card up to the light, studying it carefully. The handwriting looked vaguely familiar, but she couldn't place it. She was adrift, lost in the city. Today was her birthday.

Inside, a simple message, "Celebrate you." No signature. Her stomach twisted.

She was out of work. She was behind on rent. She had spent the last two weeks in bed, unable to function. The card gave her pause. She needed to know who sent this. She needed to grasp at something stable. The card felt like a dream.

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:

`desesper`	0.354
`desperate`	0.307
`desperately`	0.286
`desperation`	0.279
`それでも`	0.253

Suppressed:

`B`	-0.354
`☺️`	-0.268
`😎`	-0.261
`😎`	-0.257
`楽し`	-0.235