The sales team’s constant phone calls and boisterous laughter were already starting to irritate Kevin. The open-plan office layout, a stark contrast to his solitary office in IT, was a sensory overload. The persistent buzz of energy felt exhausting.

He felt a twitch in his eye. He was used to quiet concentration, to the logical flow of code. Now, he was expected to participate in "team huddles" and "motivational seminars." He pushed his chair back from his desk and rubbed his temples.

He longed for the predictable order of his old department. He yearned for the silence. He missed the familiar comfort of his monitor screen and his headphones. He just wanted to be left alone to do what he was good at.

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