He leaned against the cold brick wall of the building, the chill seeping into his bones. He felt adrift, lost in a sea of uncertainty. The world seemed to be closing in around him.

The florist presented a basket overflowing with mixed wildflowers. No name, no message. His stomach twisted. The gesture felt wrong, intrusive.

He carried the basket inside, the bright colours mocking his low spirits. He sat in the chair, staring at the flowers, the weight of his situation pressing down on him.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229