The elevator ascended, each floor a click closer to potential disaster. My shoulders were rigid, and the button in my pocket felt like a brand. I, Clara, wanted to scream.

This evening’s dinner with Ben was a ticking time bomb. For years, he had spun yarns about his exciting life as a concert pianist, the world his stage. Then I saw the music teacher ad on a community bulletin board. A sudden jolt of anger had run through me when I saw it.

The doors opened. I straightened my back, forcing a smile that felt like a painful grimace. I knew Ben would be waiting, his smile equally manufactured. This was going to be an ordeal.

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