The aroma of coffee, usually a comfort, turned bitter in Elias’s mouth. The coffee shop, once his personal creative hub, was now overrun with his son, Ben. Ben, a budding barista, was always "experimenting" with new latte art designs, often at the expense of his father's focus. Elias’s own notebook, usually filled with ideas, lay dormant on the counter. He felt increasingly trapped in a whirlwind of milky foam and forced conversations. He needed to escape. He just wanted to enjoy a quiet moment. He was tired of having to pretend to like every new concoction.

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