The sunflowers were enormous, their faces tilted towards the ceiling as if mocking her. She huffed, dumping her bag on the kitchen counter with a thud. Another Thursday, another anonymous delivery. This was the third week in a row. She ripped the paper off the bouquet with unnecessary force, petals scattering across the linoleum. Who? Why? It was enough to make her jaw clench.

She stalked to the sink, turning the tap on full blast and splashing water everywhere as she crammed the stems into a vase. The water overflowed, but she didn’t notice. Each blossom felt like a taunt, a silent question she couldn't answer. A headache was already blooming behind her eyes.

Her phone buzzed with an incoming text. She snatched it up, her fingers fumbling over the screen. It was just a reminder about a dentist appointment. She tossed the phone onto the counter and slammed a cabinet door shut.

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