"Fine, you can all work on it later," Mr. Olsen barked, gesturing dismissively. He felt his jaw clench, his teeth grinding together. This constant lack of respect from the students was driving him bonkers. The whole school was a mess, and no one seemed to care.

He needed a break. He needed to get out, but there was no time. He was already drowning in duties. A knock at the door. He sighed, prepared for yet another interruption. A delivery man handed him a large, framed painting.

The card: "To Mr. Olsen, who always pushed me to be better. Thank you. - Michael." Michael, a student from his first year of teaching. The painting was a vibrant landscape, bursting with color and life. He stared at it, the fury inside him beginning to cool.

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