The sunlight glinted off the newly installed guttering, a bright, cheerful testament to progress that made George’s jaw clench. He gripped the watering can a little too tightly, the metal digging into his palm. He’d meticulously cultivated his roses for years, creating a small sanctuary of peace in a world of constant change.

Now, dust swirled everywhere, coating his prize-winning blooms in a fine, gritty film. He grumbled under his breath, carefully avoiding eye contact with the construction workers who were now whistling as they walked past him. He tightened the watering can, a muscle in his cheek twitching.

He really had a mind to go over there and yell at them, but he knew it would just make him feel worse.

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