The email pinged, a shrill interruption to Mark’s already strained concentration. He slammed his laptop shut, the abrupt action echoing through the quiet house. Another notification. It was probably another one of Amelia’s online forum updates.

She spent hours now, posting reviews and critiques of vintage film cameras. His, once was a tranquil, home library was now a gallery of equipment she had acquired, and now a meeting room where she hosted virtual photography clubs.

He wanted to scream.

He poured himself another drink. He had cherished the hobby. He had loved the smell of chemicals in the darkroom, the anticipation of a developing picture. Now, it was just a constant reminder of the serenity he had lost.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184