The doorbell rang, startling Ben. Heโ€™d been anticipating the arrival of his friends, ready for the surprise. Instead, it was his neighbour, delivering a hastily scrawled note: "Party off. Sorry! Something came up." He crumpled the note in his hand. A cold wave washed over him. He felt as though someone had removed the sun from the sky.

He walked through the house, the empty rooms amplifying the silence. The music heโ€™d prepared was gathering dust on the speakers. The food heโ€™d arranged was ready to be eaten by no one. He ran a hand through his hair, his fingers tangling in the strands. He felt a deep ache in his chest, a heavy weight that settled with each breath.

He kicked at the rug, sending it sliding across the floor.

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:
๐Ÿ˜ฃ0.304
๐Ÿ˜ž0.296
worse0.291
๐Ÿ˜–0.285
๐Ÿ˜ฐ0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229