The weight of the day settled heavily on David's shoulders. The phone rang. He hesitated before answering. It was his neighbor, Mr. Peterson. The request was predictable. "The light on your side of the property is just so perfect for tomatoes!"

David's knuckles whitened as he gripped the phone. He thought of the unfinished projects, the endless to-do list. The simple act of breathing became difficult.

He agreed to speak with his wife. He hung up the phone. A headache began to throb behind his temples. He just wanted some peace.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212